{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import globa\n",
    "from config import data_root\n",
    "from visualize import visualize_reg_act, visualize_age_gender_income, visualize_device_usage, visualize_purchase_categories\n",
    "import os\n",
    "from utils import Timer\n",
    "from preprocess import preprocess_dataframe, visualize_preprocessing_report"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "读取文件耗时:580.3391239643097\n"
     ]
    }
   ],
   "source": [
    "# 获取所有 Parquet 文件路径\n",
    "parquet_files = glob.glob(os.path.join(data_root, \"30G_data_new/*.parquet\"))\n",
    "\n",
    "with Timer(\"读取文件\") as timer:\n",
    "    # 读取并合并所有文件\n",
    "    ddf = pd.concat([pd.read_parquet(f) for f in parquet_files], ignore_index=True)\n",
    "print(f\"{timer.name}耗时:{timer.duration}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据前若干条的实例:\n",
      "         id                 last_login user_name fullname               email  \\\n",
      "0  42187500  2024-12-31T13:16:45+00:00   LXJQFBT      郎建国     udttkgsu@qq.com   \n",
      "1  42187501  2024-10-15T06:30:19+00:00  AJZXOHND      余紫玥    bopnrywj@163.com   \n",
      "2  42187502  2025-01-30T00:51:20+00:00    TKYRAP      孟泽煜    lycdbzej@163.com   \n",
      "3  42187503  2024-12-30T20:42:51+00:00  OMUASBMZ      车泽铭  flzcdkse@gmail.com   \n",
      "4  42187504  2023-01-27T11:10:17+00:00    TRTEDH      柏紫琳    zcfmrwug@126.com   \n",
      "\n",
      "   age     income gender country             address  \\\n",
      "0   52  669219.61      男      法国        辽宁省鸡西咖啡街126号   \n",
      "1   73  945701.03      男    澳大利亚  香港特别行政区双鸭山研究所路633号   \n",
      "2   24  189757.00      男      中国     甘肃省阿拉善盟自行车道152号   \n",
      "3   97  594303.09      女      日本  新疆维吾尔自治区抚顺商品房路961号   \n",
      "4   56  338116.11      男     俄罗斯        四川省杭州江滨路234号   \n",
      "\n",
      "                                    purchase_history  is_active  \\\n",
      "0  {\"avg_price\":6695,\"categories\":\"帽子\",\"items\":[{...       True   \n",
      "1  {\"avg_price\":7606,\"categories\":\"调味品\",\"items\":[...       True   \n",
      "2  {\"avg_price\":7190,\"categories\":\"米面\",\"items\":[{...      False   \n",
      "3  {\"avg_price\":9679,\"categories\":\"肉类\",\"items\":[{...      False   \n",
      "4  {\"avg_price\":4907,\"categories\":\"儿童课外读物\",\"items...      False   \n",
      "\n",
      "  registration_date       phone_number  \\\n",
      "0        2021-01-20  +33 8 30 40 66 37   \n",
      "1        2021-08-28    +61 615 614 495   \n",
      "2        2022-10-29  +86 490-9025-1210   \n",
      "3        2020-11-29   +81 65-7211-3458   \n",
      "4        2025-02-28   +7 124 505-96-55   \n",
      "\n",
      "                                       login_history  \n",
      "0  {\"avg_session_duration\":9,\"devices\":[\"tablet\"]...  \n",
      "1  {\"avg_session_duration\":106,\"devices\":[\"deskto...  \n",
      "2  {\"avg_session_duration\":61,\"devices\":[\"tablet\"...  \n",
      "3  {\"avg_session_duration\":41,\"devices\":[\"desktop...  \n",
      "4  {\"avg_session_duration\":84,\"devices\":[\"desktop...  \n",
      "数据的列名:\n",
      "Index(['id', 'last_login', 'user_name', 'fullname', 'email', 'age', 'income',\n",
      "       'gender', 'country', 'address', 'purchase_history', 'is_active',\n",
      "       'registration_date', 'phone_number', 'login_history'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "print(\"数据前若干条的实例:\")\n",
    "print(ddf.head())\n",
    "\n",
    "print(\"数据的列名:\")\n",
    "print(ddf.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "可视化-注册数和活跃率的组合图耗时:243.324369430542s\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "可视化-年龄和收入分布的组合图耗时:35.79693651199341s\n",
      "Sample login_history data: {\"avg_session_duration\":9,\"devices\":[\"tablet\"],\"first_login\":\"2022-11-08\",\"locations\":[\"travel\"],\"login_count\":82,\"timestamps\":[\"2022-11-08 18:36:00\",\"2023-01-10 10:27:00\",\"2023-03-14 09:24:00\",\"2023-05-16 10:58:00\",\"2023-07-18 11:35:00\",\"2023-09-19 07:34:00\",\"2023-11-21 19:28:00\",\"2024-01-23 06:24:00\",\"2024-03-26 08:56:00\",\"2024-05-28 08:02:00\",\"2024-07-30 11:06:00\",\"2024-10-01 06:37:00\",\"2024-12-03 09:39:00\"]}\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "可视化-设备使用分布饼图耗时:717.1317162513733s\n",
      "Sample purchase_history data: {\"avg_price\":6695,\"categories\":\"帽子\",\"items\":[{\"id\":6924},{\"id\":3704},{\"id\":9667},{\"id\":7639}],\"payment_method\":\"信用卡\",\"payment_status\":\"已支付\",\"purchase_date\":\"2021-07-26\"}\n"
     ]
    },
    {
     "data": {
      "image/png": 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6iaTudgoJCZG6devK66+/Ll5eXuLt7S0iIvb29hITEyPlypWTY8eOJWs5u3fvNuYfO3asDB48WLJkySI7d+6Uq1evJqv+8Vn3p6dOnZIGDRpIzZo1JWfOnMneTsHBweLh4SHNmzeXKlWqyPjx4+XChQspenEWf59q/SEhJVsBOTg4SIUKFWTbtm1y8uRJyZgxo1y/fl38/PyMk+zkUFUjkPL09JRvvvlG0qdPbwSRx48fT5FWqUuWLJEBAwaIm5ub/Pnnn3L06FGbbZSSQW1KX4BYg9ng4GCpVq2aHDt2TL788kvZt29fiu3zUvv7nJrneYcPH5YpU6bI7t27pW7duqKq8u6770pAQICIiGzbti3FgovQ0FBp1qyZeHl5SYECBWTOnDmyZ8+eVAk57ezsRETk4cOHsmrVKtm6dWuKlX3w4EF59913RURk3LhxMnv27BQrOyQkRBo2bCgBAQFSs2ZNqVSpkojErU9MTIxMmjQpRc73PvroI7G3t5clS5bIwYMHk11efNZzrIULF8pbb70lnTp1kl27dsnmzZtTJJiKjY2VmJgYsbe3l2PHjkmlSpVk5MiR0rdv32SXbS0/Nc8xUvvYpqoSEBAggwcPlq5du8rq1atl69atcunSJYmMjEyR71r87+yIESOkZs2asmfPnhQNjVL7XNW6jNKlS8vQoUNl27ZtEhgYKCIpc0yLjo6WYcOGSe/evWXevHnGMad8+fIpGqD+pyj+8bZu3aoWi0V/++03VVVdv369FitWTKdNm2ZMExMTk+zlREdHa0REhA4bNkxz5syp1apVS3aZVkFBQVqqVCnt06ePfvbZZ9qpUyc9f/68RkVFpdgyVOPWQVX1+PHjmi9fPv32229TpNwFCxZorly59PTp06qq2rt3b+3UqZMePHhQVVVjY2P1+vXrKbKsoUOHat26dfX+/fu6d+/eFCkzODhYK1eurD179lRvb2+9fPmyMS46OlrLli2rR48e1djY2Jcqf/78+ers7KwPHz7UefPmaY4cObRly5a6adMmjYiIUFXbz+iLLic4OFjd3Nw0V65cxrDevXtr8+bN9caNG9q+fXtt166dPnnyxFinl3H58mX96KOPVFX14sWLWrRoUeMzFBUVZbONXmZbpfbfISgoSN944w2dMWOG7tu3T52dnbVly5a6bds2Y5rk7ivu3bunH3/8sZYtW1bffPNNffjwoaqqbty4Ufv376+9e/fWkydPvlTZR44cMf5fq1Ytbdasmf7111/666+/at26dbVOnTp6586dZNVfNXW3U3BwsLq7u+uXX36poaGhWrFiRb1w4YKqxv2N69evr15eXsmqf2BgoDo6Our333+vM2fO1MKFC2vnzp31ww8/1DZt2uisWbP03r17yVpGRESEUcaVK1fU2dlZv/76a1VV/eWXX176O6b6f9u/d+/exrDPP/9cmzZtqmfOnFHVuOOedX/7MuJ/h4YPH66vv/66zp8/3xiWEsdM1bj9xIwZM3T58uX622+/qbe3ty5btkzfeOMN/eqrr1663EePHqmq6uPHj7VJkybavHlzbdu2rTF+69at+sYbb9h8Zl/GypUrNXPmzLp9+3ZVVW3VqpV++OGHqhr3d964cWOyyrcKCgrS4sWLa7Vq1dTLy0t37dpljHvZ/Z1VWFiYlihRQrt3766qqiNGjNA6deoYx8/klG/G91k19c7z9u/fr56enmqxWHTgwIF67NgxzZUrl16+fFm3bdumDg4ONn+LlxUSEqLVq1fXCRMmqKqqm5ub1qhRQ3v37q3bt29P1v4iNjZWt2zZoitXrtSNGzfqunXrdPr06dqxY0dt2LChFixYUDds2JDsdbC6dOmSduzYUceOHavFixdP9r7UKjg4WKtWraqTJ0/Wffv2aY8ePYy/aUxMjHp4eGiPHj2SvZzr16+rv7+/njlzRr29vXXAgAF66NAhY3xyzrsDAwO1Xbt2evXqVe3SpYs2bNhQAwICdPv27dqxY0f99ttv9fHjxy9dflhYmPbr10/Pnz+vx48f18yZM+vs2bP10qVLmi1bNuP87GWl9jmGGcc2K0dHR33ttdd09+7dOmnSJK1du7YGBQWl2LFNVdXHx0cLFy6s/fr10/r166fIPlXVnHNV63XnZ599pt9//71+8MEHumrVKr1//74xTXL2S6pxx/+PP/5YR48erQsXLtRWrVrpn3/+qd9++61eunQpWWX/FxFK/UPFP2icOXNGhwwZou3atTMOLD/88IMWK1ZMp06dmuLL8/b2VovFog0bNtTQ0FBVTd7OwYyddHh4uK5cuVLv3r2rp06dUmdnZ507d66qqi5cuFCPHz/+0mUvXLhQc+XKpfv377cZnilTJv3mm280JiZGy5Ytq61atbIJGV5EaGionjlzRocNG6Y1atTQyMhI7d69u/br10+joqK0SZMm+vvvv79U2al9Um0NpK5fv65z5szRmjVramRkpJYpU0br1aunP/zwg/E5unPnzgufEAUFBRnbt2vXrrpjxw5t27at5s6dW7t166aqcQeG999/X728vF46mIqNjdXff/9dGzZsqBs3blQXFxetVKmSnjt3TlVVGzVqpE2bNtUtW7a8VDCV2n8H6/ds/Pjxev/+fS1btqzOnj1bu3Xrpo0bN9atW7e+dNl/16NHDy1btqwGBASoquqvv/6qo0aN0nHjxqmPj89LB1NffPGFNmrUSCtVqqR169bVWrVqabp06bRz58763nvv6fHjxzU8PDxZdU/N7RQSEqLu7u46cOBAVVXdvHmzvvXWW8b4unXras+ePY33yTkhmjp1qpYtW1bz5cunHTp00AULFujnn3+uvr6+WrduXf3666+N793LmDBhglauXFk/+OADzZcvn86YMUNVVXfu3KkeHh7G9+JFBQUFaZkyZWyOB6qq69atUwcHB338+LGOGTNGLRaL9urVS69cufLS66Aad1JdqFAh/eKLL9TLy0sXLVpkjHvZ41pkZKTeuXNHL1y4oHPmzNHVq1fr8uXLVVW1U6dOumbNGj1z5oyWLFlS58yZ88Ll37t3TydNmqSnT59WT09PnT59uvr5+WmzZs00MDBQN23apPnz5zfW5WXX44cfflCLxaLVq1fXefPmaVBQkN67d0+LFSumNWrU0AwZMqi9vb3+8MMPL1W+VWpfgGzfvl1r1aqlM2bM0MjISL13754OGzYsQTD1ohdSqf19Ts3zPGtdIiMj1dnZWYcPH26M+/TTT7VkyZKaIUMG3bx5s6om7yIzJCREPTw81NXVVefNm6eVKlXSVatWqapqz549tVWrVhoeHq5+fn4vfS7m6empb731ltasWVMbNmyogwYN0gIFCmifPn2M88jk2r9/v27atEkDAwP1tdde01q1ahk/qt2/fz9Zn1HrZ8nHx0dVVTt27Gj8TaKiorR+/fo2gdTL/j0uXbqkLVu21Ndff10//fRTXbdunXbp0kV79OihFy9e1N27d+t33333UuWHhIRopUqVtFKlSqoa950dMmSINm7cWAMCAvTo0aNaoUIF41z+ZZbh5+enpUuX1saNG2umTJlsPvu7du3SbNmyGeHzy0jNcwwzjm3WxgOjRo3SChUq6MCBA7VatWraoUMHrVmzpi5btkxVVc+fP6/r1q17qfWwWrp0qVosFr127Zqqqg4ZMiRFwn4zzlWfdt25ceNGrVOnjq5YsUJVVf/3v//p0qVLk3WedObMGf366691xYoV+tdff+nHH3+sM2bMUC8vL+3du3eyz1/+awil/oGioqK0bdu2+sUXXxjDNmzYoNOnT9dWrVrpqVOnVDXuC/b6668bO+2QkBBjh5QU1h1K/BOjVq1aaYMGDbRTp05qZ2enNWrUML5UL3NANusC5PTp0+ru7q7lypXTnDlz6uzZs1VV9caNG1q0aFH93//+91LlrlixQtOnT2/slK3atm2rrVq1UlXVKlWq6Ntvv61du3bVzz777IXWwfo3WLJkiVosFq1YsaKqqn7yySfatm1bjY6O1iZNmrz0QTi1T6r/97//afbs2TU8PFznzJmjHh4e+vjxY/Xx8dE2bdqoj4+P1qtXT3fv3q0XLlzQatWq6Y4dO5JcfnBwsJYvX1779Omjqqpjx47VAgUKaM+ePTUqKkodHR31008/VVXVa9euaZs2bfT9999/6WAqODhYPTw8NF26dEbrhz59+mjZsmW1a9euOmrUKO3WrZv+/PPPL3RATu2/Q1BQkJYuXVqnTp2qf/31l5YqVUo3bdqkp0+f1nz58mnPnj31vffe03379qmqapcuXXTPnj0vtAxV1SdPnuj27dvV3d3d+Dvu2LFDs2fPrn369NExY8bomDFj1MfHR3v16pXkYMq6vr/99ptaLBb97rvv9P79+1q6dGn9888/defOnS/9HY4vNbfT3bt3tVSpUurr62sMW7JkiZYsWVJ/+OEHrVWrls1+8GUCqfh12bhxozo6Ouq3336rI0aM0O+//169vb11xowZunHjRi1VqpQuW7YsWRebvXv3Vjs7O+MCUzWuNWGNGjWM79iLlB8VFaWlS5fWd955x2b42rVrNX/+/Hru3DmjVeqff/6p3bt3f+F9anyrVq3SLFmy6LFjx1RVddKkSdqqVatkBVPBwcH65ptvao8ePXTOnDm6bt06/fnnn7VOnTratWtXbdWqlZYrV079/f31woULWqJECV28ePELLSMiIkJdXV21ePHiOm/ePFVVXbNmjRYuXFhXrlyp1apV04IFC2qfPn2MFrov8nn65ZdfVDXuAvbWrVt6584dfffdd3XMmDGqqnr27FmtWLGi7tu3T7du3aqlSpV66QuF1LoA2b17t9GqSDWuxZePj4+OHDlSHz9+rP7+/jp8+HCbiyhVNVp2Pu/vntrf59Q8z7OuW2BgoFapUkXbtWtn8z318fFRe3t73blzp830LyMkJETr1Kmjixcv1gkTJmju3Lm1c+fOxvhatWrpzJkz9f79+1qiRAldsGDBSy2nc+fOOnjwYB00aJCGh4frgQMHNHPmzFq0aFFduXJlslrnxMbGalhYmH7yySfao0cP7dSpkxYuXFi//PJL9fLyUg8PDy1UqJB+/vnnCeZLCn9/f61WrZoOGjTIGNawYUP9+OOPVVW1Tp06NoHUi36WrMHZli1bjNasqnHfY9W4kLtnz57arVs3dXZ2NvYpLyIkJESrVaumjRo10m7duunMmTP1hx9+0J9//lkHDhyoFStW1IULF2qWLFn0r7/+euHyVeMCVFXVH3/8Ue3s7LRixYp648YNm2n++OMPdXJyMrZdUqX2OUZqH9usnzUfHx91c3PTMmXKqGpcyPbBBx+oalwAvHLlSr1+/bpmy5bNON98EfFb7q1YsUI/+OADnT59ugYEBKi/v3+CsD/+ZzUp3wczzlWt153W6warH3/8UTNnzqz379/XiRMnqsViUS8vL/3uu+9eaP8RFhame/bs0Rs3buicOXN05cqVOmTIEON6duTIkRoSEqIdO3bUPn36vHRjhf8iQql/oMDAQJ02bZo2atRIv/76a/3www+1b9++evHiRR0+fLh27NhRz58/r6pxJyzFixc3mnhbLJYELXqe5smTJ9qsWTPdvXu3Maxdu3bq7u6uqnE7/k6dOumUKVO0atWqevXqVVV9sZMXsy5ArKHazp07NUOGDPrNN9/YjG/SpIlxgmc9eFs9aycaGxurEydOVEdHR5s6tW7dWhs1aqSqcSdcLVq0UNW4i5Xu3btr3759k7QO8Zc9adIkLVKkiObNm1fbtGljtJhp0aKFdu3aVU+ePKl//PGHcSGYFKl9Uh0cHKzdunVTNzc34xcUa9Pr1q1bq2pceFepUiVt3LixlixZUmfNmpXk8h8+fKi5c+e2Ofnw9vbWYsWK6Z49e7Rnz57avXt3rV27tnES/ODBA/Xy8tKePXsmeVtZfxkLCAhQPz8//f3337V27dqqqnr16lV1dXXV0qVL64kTJ1RV9csvv9R27dol+dZKM8KKtm3bav78+TUmJkbLlCmj33//vR48eFBdXV31ypUrOmPGDHV1ddX27dtrixYttFq1ai/0WVJVvXXrls6bN0+/+uorbdy4sQ4bNkz37NmjAwYM0E8++UR37NihX331lY4dO1bHjBmj/fv3T1IwZd2nhIeHa+3atbV48eL63Xffqbu7u27btk1///13tVgs+scff+jBgweNX7V8fHz06NGj/5jttH37du3Xr1+C9fL19dVcuXKpp6enMe5lbp8IDAzUChUqGOWEh4cbt0E1bdpUZ82apefOndMcOXLo+fPndfXq1VqgQAHdtGnTCy3H+vm7ePGiFihQQN988029fPmyrlq1So8fP67Hjx/XMmXKaFBQkM181guKZ4mKitLRo0dr6dKljdYga9as0Tx58ui+fft0w4YN6uDgYBzfIiIitEOHDtqtWze9ePHiC9VfNe5v0qFDB50+fbpevXpVg4KCdMqUKQmCqfiedUwIDQ3VUqVKacuWLXXUqFE6ZswYPXz4sFHXadOm6dy5c9XJyUmLFSumCxcu1N69e2vRokV14cKFL1T/5s2ba758+XTKlCnaoEEDzZ8/v9asWVOXL1+urq6uOnDgQP3iiy+0WbNmxu0mSTk+R0dHq6urq3722Wc2w0+fPq1NmjTRyZMn65MnTzQ4OFhV424fnDFjRoJwJylS6wLk4cOH2qVLF23atKmeP39e7927p4MHD9alS5fqRx99pJMnT9bw8HC9d++eEUz9/vvvGh0drTly5EhSy5pt27al6vfZ398/Vc/zAgIC1MXFRZs1a6bDhg3TqlWr6qZNm/SHH35Qe3t7IwxMTiAVERGhderU0Y8++kijoqK0evXq+v7772vXrl118eLFWrt2bZ08ebKGhIRo5cqVjdaWqmqsW1JNnz5dx44dq2vWrNEePXpokSJF9JNPPjFuzV20aJFOnz5d//zzT2OepIZG1qAyKipKPT09NWfOnDp27FhdtmyZfvTRRzpt2jSdPXu2btq0Sf38/PSDDz5I8naLiorSzp07J/hh9tSpU5o5c2Z1dXW1+Zy9yPHfun6NGjXSdu3a6fXr17Vu3boaEBCgt2/fVnd3d61QoYL6+vrqzp07tXz58urh4WHT1URStpG1+4TSpUuralz4Vbt2bS1btqz27dtXb9y4YbTKuXHjhn722Wc6duzYJK+H6v+t9+HDhzVLliw6ZMgQbdiwoXp7eyf4rI8cOVILFCigt27dSlLZZpxjpOaxLf7fqGHDhpovXz5dsGCBjho1Sp2dnY1bvW/cuKH79u3TIkWK6MyZM415kvpdi4yM1D59+ujPP/9sDPv22291wIABOnbsWA0LC9MHDx4kCPuDgoKM87znfZ5S+1w1NjZWa9eurSVKlLAZvm7dOs2bN6+ePXtWFy5cqE5OTnr58mVdvHix9uzZU9evX5+kFnLBwcFaoUIFrVmzpo4cOVK3bt2qFy9e1A8++EBbtWqlb731ljo5OenGjRs1MjJS33vvPR0xYkSSz1/+6wil/qHCwsJ0/fr1WqBAASMRV1U9duyYDh8+XAcPHmzc575p0yYtUqSIdunSRd3c3BK06nma4OBg/fTTT7VKlSp69uxZHTZsmNEXgGpcM+Y33nhDr127pj4+PlqtWrUXDqbMvAA5evSoFixYUF1cXHTp0qW6du1a/fzzz/X8+fNapkwZ48LB6kVuI5s3b54WL15cT58+rR06dNAmTZqoqhoHsvj9Daxdu1YtFot++umnNvctP8uQIUO0Zs2aqqrq7u6umTNn1n379mnbtm2N29Pq1KmjgwcPNubx8/N7brmpfZGsGnewGzhwoGbJkkUPHz6sQ4cONQKpNm3a6Pjx4zUqKkrLly+vq1at0tDQUN21a5f++OOPzy379OnTOnnyZON927Zt1dPTU6dMmaJubm769ttvG+Ny585tNIWvW7eu5s2bVzt06JCkdWjbtq02atRI//e//2mNGjV08ODBWrduXf3rr7+0QYMG+tFHH+msWbO0T58+unfvXr19+7ZWqFAhQfiZmNS+uFGNa71SuHBhtVgsunv3bj1+/Li6urrqqVOndP369VqzZk39888/9Z133jF+VVP9v5Px57l9+7aOHz9e69SpoyNHjtQ5c+YYLSuWLFmiXbp00Tlz5ujWrVu1Vq1aOmfOHN25c6d6eXnpuHHjEj3Rtp7ABAcHa5UqVbRHjx7aqlUrLViwoB45ckR3796tTk5OevLkSV20aJFWrlxZVVU//vhjrVu3rlFuUi8+Uns7WcUPvxs0aKBVqlRRT09P/fnnn42L/RcVExOjZ86c0c6dO2vNmjW1ePHi6uHhodu3b9f9+/drjRo1NCoqSnv37m1cEAwaNEhz5cpl3GaZlGWoxl0wvfbaazp69Gjjl/EZM2Zo4cKFtX379lqqVCldsWKF7tmzR3ft2qWjR482+qtJirlz52qpUqV0xIgR+tprrxn75wkTJmj58uXV39/fmLZ8+fLq5OSks2fPfu7JaWRkpPbv39+mNca8efO0d+/eOmbMGL17964GBgbqlClTtHXr1kYwFRsbq0uXLn1uva37/IcPH+qDBw/Uzc1NfX199dixY/rtt98afUgtWLDAZt9hDQJepJWINXT5/fffdcCAAfrxxx9rSEiIdurUyfgFPDw8XKtXr65eXl568+ZNY10SY/37njhxQmvWrKlbt27VGzdu6KBBg9Tf31+PHj2qVatWNfrRs5Z18+ZNHT16tLZr1+6FwoTUvAD5448/dNSoUdqkSRPNmTOncUxZv3699ujRQxcvXqwxMTF68+ZNHTFihNavX18vXryolStXNm7feJqwsLAE5x8p+X2OjIw0AtzUPM/btWuX0bLn999/1w0bNmiVKlU0Q4YMumXLFlVNfp8tV65c0XfffVe7deumRYsWNVpwzZgxQ/Ply6dt27bVW7duaaVKlfSTTz7RO3fu6OrVq7VChQratWvXBD8SPo31Mzh06FCdOXOm7tu3T11dXbV37966b98+3bRpk1osFp03b562bt1at27dqkFBQUk+Jly9elVbt26tb7/9tlatWlUtFovmzZtXv/jiC5sWoqpx34Py5cvr0KFDn1rHxOpv/W6q2n6Wqlatqvb29jpq1ChVffnbuWNjY7VMmTLarFkzPXTokK5atUpnzZqle/fu1W3btun8+fN15syZ2r9/f23WrJn26tVLDxw4kKSyrS36PvzwQ3V3d9dRo0bpL7/8og0bNtQyZcrYnJeqqrZv316LFy9ufManTJmS5JZZJ0+e1CxZshg/Xl69elVr1qyp3t7eRv+tFy9e1BYtWmjbtm01MDAwSdtG1bxzjNQ6tqmqDhw4UCtVqqQbNmwwtkuPHj20devW+ssvv+i1a9e0VKlS2r9/f71z544uW7ZMK1SooL17907Sj0anTp3Sdu3aaefOnfXIkSPav39/nTp1qn733Xf60Ucf6fTp0zUiIkLv3r1rBFP79u3To0ePqr29fZL6XjPjHOyPP/7QrFmzGrfOr127VvPkyaM7d+7UPXv2GAGk1axZs7R27dq6du1aDQsLS7Tc8PBwrVChgr7//vu6ceNG/fjjj3XNmjXG+FWrVun+/fu1Vq1aarFYdNCgQdq+fXv18PBQX1/fFw7i/4sIpf4B4u/sli5dalyYenp6at68ebV06dI6YcIE7d27t86ePVunTZum3bt3N9Js6y019evXN1oEJXWZ06dP1xw5cmj58uWNcWFhYRoREaHVqlXT+/fv65MnT3Tw4MFauXLlJAct8aXWTtp6QnXy5El1dnbW5cuX64oVK7REiRL6008/aevWrfXNN9/UTJkyaevWrfXTTz/VIUOG6Lvvvqv169fX8ePHJ1r2308OvvrqK7VYLPree++pqur48eM1JCREx40bp/Xr19eAgAD95ZdfNFOmTPr111/b3FbwLNZfMMPDw/XTTz/VDh066PDhw9VisWizZs2MpsutW7fW1atXq2pcq6pevXo9dQeX2IEzpS+S44cnV69eVR8fH3V2dtZ69eqpalwgNXLkSA0KCtJ33nlH8+XLp3379lUnJyf18PBI0Az+eX744QfNnj27EYyOHDlSBw4cqOfPn9chQ4Zo27Zt1cPDQzNnzmycCCe1CfnOnTu1bt262rVrV61bt65u375dN2zYoN98842WKFFCT506pbGxsTpu3Dj9+OOPdenSpTphwgT99ddfn1v23/8e8X+JScmwQjUuaC1SpIg2atRIS5YsqRcvXtS1a9dq9erVNSgoSJctW6YuLi76v//9T99//32tUqWKtmjRIkknQ3PnztUsWbJoeHi4fv/99zp+/HidM2eOtmjRQidOnKiLFy/Wrl27ar169bRq1arGer///vvao0ePZy4jLCxMHR0dtX///qoaF8DWq1dPf/zxR82TJ48ePXpUV69erZUqVdKHDx/qzJkztWjRonrp0iX94YcfnnkS8bTvQ2puJ9X/azEUExOjderUMVr6jRo1SuvVq6ebNm16Zp0Tc/LkSZ01a5Zu3rxZHR0dbR5EsWvXLi1Tpozeu3fPaMn2+PFjnTdvnn700UdJuviz2rNnj+bLl8+4MPjf//5nNIM/ePCgLlmyRD09PbVJkyZasGBBLVu2rFarVk27d+/+zIc9/H2fOmHCBM2VK5eeP3/eCITDw8N1/Pjx2qBBA71y5YpWrVpVmzVrpqqaoGXW09y9e1fbt2+vPXr00J9++kk7dOigX3/9tW7btk07d+6sU6ZM0cDAQPX399epU6dqmzZtdP78+frgwQPNly9fgh8vnmbRokVapEgRrVWrlpYrV0779++vY8eO1T59+ujAgQN12bJlumTJEpsWnr/99ps6OzsnqYWO9TPbrVs34xhlvUWmYcOG6uTkpJMmTVLVuNsrmzRpooMGDdJatWo9dxtZyw4NDdVly5Zpq1atNFeuXOrh4WGcwP/666/62muv6XfffWczz/Hjx7Vu3boJLtSfJTUuQOJ/p1evXq25c+fWypUr64ULF/T06dN69uxZHTdunHbt2tU4H7p48aIOGzZMHRwcntlvX2hoqJYtW1adnJyM/v5S8vtsfdDFO++8Y5Rbv379VDvPi+/HH39MsVv24jt58qR2795dGzZsaPxY5unpqe+++662aNFCXVxc1M7OTjt37qwFChTQbt26PfO2or//MGPdb3z22WdasWJFzZ8/v3bt2lX/+OMPXbZsmb7++utGGFa9enUtU6aMdurUyThfepb426Bnz57apEkTnThxojZq1Eh9fHy0Y8eORkf/9+/f11KlShm3uKrGtUx5kduXrX/z6OhorVOnjn722Wfq5+enmTNntgl3XqTMNWvWaM+ePXXGjBn6+uuva7ly5YwLcOs5xalTp/TTTz/VzZs364MHD7Rr167apk2bZ7a2i18Ha+fg/v7+WrRoUa1UqZL6+PjonDlz9J133lFvb29dt26dtm3bVitUqGAcb7766iu1t7e36WQ9voiICGOf+OjRI3Vzc9OqVavaTHPt2jWtVauWent76+HDhzUmJkYnT578Qrd0hYaGpto5hqo5x7YZM2Zo3rx5NTw8XL/55hvt1KmTMW7+/PnasGFDzZkzp3FLWsGCBbVp06bq7e1tnDcnxblz53To0KFatGhRm7/FqlWrtEePHrp27VpVjfthfMSIEdqgQQP98ssv9c0330z0+vDhw4c2576peQ4Wv8Vd1qxZtXXr1urs7GzsM//880+tVauWbtq0yaiTu7u7FipUSKdNm/bM/qVu3ryppUuX1u+++87oF7Zx48a6YsUKY/vcunVLz58/rw0aNNDp06frkiVL9Pjx41q8ePEkh4P/ZYRSaSz+jv/zzz/XEiVKaGBgoP7555/ao0cPPXr0qBYqVEgLFy6spUuX1jVr1uitW7d0zJgxWrlyZZuDalJbWcTfgb7zzjuaN29erVy5sk6fPl1HjBhh/JpbvXp145fvM2fOaJ06dWzS5aQuQzV1dtKqcTsYi8Vi/EJ98+ZNbdq0qd6+fVtVVS9cuKCbNm3SMWPGaLt27bRr165GXyBPu4CK/+tj/G0bGRlp/LJUo0YNzZYtmzZp0kQjIiJ03LhxWqVKFbW3t0/wC+yzTi6uXbumPXr00Hv37mm3bt30/fffV1XVAQMGaMGCBfXw4cNapUoV7datm+bMmVObNWumVapU0dKlS+unn35qE+b93ZQpU4wORa078pQ4qU7s5OLKlSs6YMAArVu3rtavX1+nTp2qwcHBWrt2bR0zZoxu2bLF+IXN2tQ4MaGhoTpnzhybZd24cUN9fX21fv36eubMGQ0KCtLJkydr5cqVtUaNGqqq6uXlpe3bt0/SesT3119/afHixfWbb75Rf39/4zNw9+5dnTt3rrZp00Z///13DQsL04kTJ+qgQYOe+1Stx48f61dffWUTHFo/Cynxd/D397e5FcL6Wb1165aWK1dOGzdurNu3b9caNWrow4cPdcKECVqnTh2jibGXl5du27Yt0dtMn/a5rVevnrZr105VVZcvX54gmFqyZInNCXtISIh+/vnnxsXds8R/SmaNGjW0bt26arFYdNeuXbplyxYtV66cBgUF6ciRI40Wkdb1TOyEK/46HD582OaE5tatW1q+fPlkbafIyEj96aefVDWub56pU6cay4yOjtZ69eppr169bOYZNWqUNmjQwGjVkZRWLVYXL17U5s2ba6ZMmXT8+PHatGlTbdmypc6aNcv4Luzfv1+3bdumnp6eevPmTaOPqaSKjY3VNm3a6Lhx44xhP/74ozo7O9tcwISFhenjx481PDz8mf23hYWF2XSSHb+/Cuv033zzjWbNmlU7duyozZs314iICJ0wYYK+9tpr6uHhYVO359VdNe7iZsiQIVqqVCl1c3Mzxv/666/aqlUr4wL21q1bOnXqVPX29taWLVtq5cqV9e7du88tXzWu75+8efPqyZMn9datWzp8+HDjttWRI0fq2LFjjc6A58yZo4UKFTJu//27xMKBlStX6sWLF/XQoUNapEgRzZMnj06ZMkX9/f21XLly6u7ubnwfmzVrZhPqPM2mTZtsvmfff/+9Ojk56bBhw/TmzZvavHlzo5+4NWvW6GuvvWZzK9Tx48e1atWqumTJkmcux8q6vVLrAuT27dtaunRpbdu2rTo7O2uDBg20ePHi2qVLF92xY4d27NjR5mmFwcHBNp/hv2/30NBQbdKkic6YMUO/+OILLVWqlHEMTYnvs7VvrVatWmn37t21ffv2umPHDh04cKAePHgwxc/z4vvll19snuyX3CdOqdqu66lTp7R79+7ao0cPdXNz04kTJ6pqXAvmBg0a6A8//KB//fVXgmP/37dXQECArlu3TmNiYvT06dM2n4FevXppyZIltXz58rpy5UpdunSplixZ0ghbateurRUqVNCOHTvqnDlzXugJagMGDNCSJUvqo0ePdOXKlerl5aUhISE6atQo7devnw4fPlwrVKhgc9yfNm2a9uvXL8mdSVu3eUxMTIJOza0X0EOGDElyna3l3blzR4cNG6bHjx/XVatWqb29vTZs2FAPHTqkNWvW1Llz52qjRo30o48+Mi6I7927p126dDHOk59lxYoVxt9h48aN6uXlpYUKFTLOdTdt2qSjR4/WvHnzaqFChYwyZ8yYoXny5Em09WxISIjWqlVLW7Vqpfv379fIyEgdPny41qxZM0FLNGsw1bZtW5sHIj0vWI0fbqf0OUZqH9viD5s6daquWrVKg4KCdOfOnVqxYkWdOnWq0UfZo0ePNEeOHFqjRg3dsmWLPnz48IVaFsXGxtrsE+rXr69Zs2bVVq1a6ZYtW3T8+PG6c+dO9fHx0U6dOumDBw9UNe6cZOTIkVqsWLFEj28hISFauHBh43ZC62cppc5Vn8a6Ln/88YeWLFlSL1y4oPPnz1eLxaJHjx7VAwcOaJMmTXTFihVavnx5bdq0qU3dEttGqnEhfO3atbVKlSrq5uamCxcu1I8//lgHDBigM2fOVF9fX127dq22a9fOOJ/fvHmzurq6vvRTqf9LCKXSUPydjvXeYGvrjvhp7fjx4zV//vxat25d4xdS1bgda1I7jQ4LC7O5TzgmJkbnzZuntWrV0l9++UVz5cqlrq6u+vbbb+uhQ4f09u3bWqZMGeMXkl27dmmDBg1smiE/bRlmXIDEP7jv378/wdONXFxc9IMPPrC5wE/Kk/1WrlyppUqVMjpJj78O1v9XqFDB6ENqyJAh6unpqREREfrNN99ozpw5jbon9Zeu4OBgvXv3rvbq1UtjY2O1efPm6u7urm+++aaGhIToqVOndMKECdq6dWudNm2aTpgwQf39/RN0yvfkyRPjF6dp06Zp4cKFbQ5KkZGRyT6pXrZsmRYtWlRv37791CbNly9f1v79+2uhQoX06NGj2qxZM5vWaNYTouc9ue7UqVOaNWtW4xddq/v37+vw4cO1du3aeunSJQ0ODtbJkydrv379tE6dOkYrNtWk/QocGBhorIf1qXEnT560aeHw119/6cKFC7Vt27a6Z88eDQ0N1YEDB2rv3r01NDT0qesQEhKidevW1aJFi+qnn36qt27dMr6nUVFRyf47hISEaMWKFW06Ro/v1q1b6urqqunSpVPVuNuX6tSpY4x/3ono3zvEjX8LZfPmzbV58+aqGhdMTZgwQefOnastWrTQkSNHGv0vxA/gnuXvF1iHDh1Sd3d3PXv2rPr4+GjVqlX1jTfeUNW4Dj3ffvttDQsL07feessmAHvWOowdO1ZLlSqlQ4cOTRBMJWc7bdy4Ufv27avTpk3TqlWr6o4dOzQoKEj/+usvbdeunU1AGr+lkre3tzZq1OiZv5hZt0tQUJDNrTbr16/Xli1bamRkpP7111/63nvvabFixXTHjh3GLUebN282WlG9aN8hqmrz3Y6JidHbt29rhgwZtGzZssav0zt37tR58+ZpaGiozf44PuvtEqVLl7a51TX+dF9++aXmzZvXCC6HDRtmbJvx48cbt+i+aKuOxo0bq729vdaqVUtXrVpltDiZPHmylitXzvjV9MaNG/r1119ro0aNEn0qWPxlx//8LF68WAsVKqRXr17VnTt3asmSJXX06NE6ZMgQ7dmzp86cOVNnz56tLi4uSXri2MqVKxP0kXL58mVt1KiRsX8LCQlR1bj+H3PkyKEjRozQzp0724QvT/s7r1q1Si0Wi37yySeqGrcPadGihXp5eWmxYsX0+vXrunTpUnVxcTGCuREjRqiPj49GRkZqQECAbt68Wdu2bfvM1nB/Z61LckLgxD5ft27dMkKz3r17a/r06fW9994zjt/R0dFapkwZIziOL7FAatCgQXr9+nX19/fXDz74QDt27KhhYWHaqVMn40cj1Rf/PlsfTd63b19VjTvGffzxx+rt7W2UNXr06GSd51nXae/evQluE/3+++/VYrEY39+XvU08Putn0erYsWPauXNnXbx4sQYFBWmNGjXUwcFB+/Tpo61atdIlS5bYtF7+++f00aNH6uPjoxs2bNBBgwZpzZo1jRbVly9f1tKlS+vu3bu1a9euWqdOHS1YsKBOnTpVAwICtFOnTrp+/frn/uBlFf/v//DhQyPEV40LAKw/jqrG7ZMyZ86shQoV0unTp2vLli21atWq6u7urp9//vlTz4kT6/w5JiZGa9WqZXTLoPp/radPnTqlFovlmZ1tW8uy7ofOnj2rXbt2VdW4bgLs7Oy0e/fuRkv7mzdv6oIFC7Rr167G3zx+y7/EREdHa7du3fSTTz7Rhg0banBwsN67d09HjBihHTp0MM5HrXr27KkFCxbUVq1a6datW3XMmDGaO3fuRPtjCgkJ0fr16+uHH36oQ4YM0QEDBuipU6c0IiJCJ0+erO7u7k8NpmrWrKlt27ZN0p0IO3fu1B49eiRo/ZoS5xhmHttGjx6t1apVM65nbty4oYcOHdKFCxdqnz59dOvWrVq6dGl1dnbW/v37a+vWrXXbtm02P+y/SMu7pUuXaqtWrXT+/Plqb2+vtWvX1oIFC+qSJUv0ypUr2rhxY5sHGcTExCTayj84OFirV6+uH3zwgU1n3/GDqeScgz1t/azfvfjH6rlz52ru3Ll1/Pjx6uzsrMePH9eDBw8a/Ysldoz5O+v4S5cuqaenp3777bfq7++vq1at0p49e+qkSZP0q6++0sGDB2vBggX14cOHOm/evCSfA4BQKs38vYWUvb291qtXT/38/IyDlPWi4Ndff9VSpUrpN998o++8847xFJa33347SY+bDgkJ0dq1a2ujRo1sTlbiH0w9PT21fPny6ubmZuzEixUrZpy8BwUFPfOAb9ZO2npgtfZldOnSJWOcNahp0KCBpkuXTrt06aKRkZF64cIFbd26tfFrx9NCo+XLl2vBggW1d+/e+sEHH9h0SmvdYTVq1EiLFCliM1/Lli2NcM16u0NiwsPDdffu3TYHC+v6REdHa9OmTfWTTz7Rq1evar58+XTDhg2qGvdL1LPuyY+OjtaffvpJGzRooB4eHlq3bl3jXvt9+/ZpeHi4tm/f3qaPpRc9qV6+fLkWK1YswQE+fl81sbGxGhwcrD169NBChQpphQoVdNq0afrkyZPn7uzDw8ONZvKqcZ/tKVOmqGrc59fT01OvXbtm3Mtes2ZNvXPnjoaHh2vBggXV29vbmPd5J1uqca0mZs6cabQ227Jli06aNEnv3LljPF5XNa4F2Jo1a3T+/PnasmVLvXv3rt64cSPRZsphYWFGx7Kqcf0rFCtWzGhq3b59+2SFFcHBwVqtWrUE/TgcOHDA+PVKNa4lVeHChbVmzZpaoEABo3VI/M/9805UZs+erVWqVDHCTWtA3bRpU+PJkwsWLNCPP/5Y582bpy1bttQBAwYY0yXG+kSg+Kx12bBhg77xxhsaEBCgly9f1p49e2qLFi20X79+Rufz7du3144dOya6HvHf+/r6apUqVXTOnDk6atQoo6Wn9XuX3O00evRodXFxUR8fH3306JFOnDhR586da3NrZ/wTngcPHmifPn3U3d09Sa1By5Ytq2PHjtXHjx/r3bt3NSwsTD09PXX+/PnG+tnZ2dmEEoMHDza2z/MC4KcN//uvhffu3VMPDw/t2LGjFitWTA8cOKAdO3Z85m1Q1qdYdu3aVZcvX65eXl42TwyLjo7WGzduqMViSXDinydPHq1Zs6ZGRkY+93bxp+1T16z5f+ydd1zN7/vHr4M+PvaWFUoKbVFpqDSISFKUaFAqWopSKVJWtmRlz+w9s/eWrEiyCiHtfV6/P/qd+3uOtv35fN7Px8PjoXPe5/2+3+u+r/u6r+t1xcDBwQFxcXFo2rQpFBQUoK6uzgoNBAUFoU+fPmzhp7CwsEKBU8Fz8vLlS2YgC1+f6OhoNG3aFB06dMCkSZMwffp0zJo1C8HBwbCwsEC7du2YFkp53LlzB7Nnz8aCBQvg7+8vkt6XkZGByMhIzJ49Gzt27ICnpyfmzJkDGxsbODs748mTJ2jcuLFIZdby+r5t27ZBW1sb169fh4+PDz5+/Ag+n8+OFRERwUSYPT094ePjg4KCAmzduhV6enrsOuXk5JRxRFRGZmamiM3wLRMQQV8oiFoBSicEp0+fFnl2T506hS5duiAgIABjxozB+fPnAZSOz1UJzOfk5EBXVxfTpk1DUlISRo4cyaLO3r59iw0bNuDkyZNs+5q+z7m5uZCSkipTLWzRokVo27Yt7OzskJWVhVu3brGI3ZrYeV9XJ4uNjUXPnj2RlpYmco2io6NRp06d7y7nLngnpk+fLlLpTUBKSgqUlZXh6+sLJycnZGRkIDo6Gvr6+oiOji73GU1PT0dAQACOHj0Kb29vKCgoYO3atdi1axeSk5Px/PlzREREoKCgADk5ORg7dizU1dXZ8+Hk5CQy/lVnURMoTasVfkbz8vJgbW3N+oq0tDT06NEDYmJiGDhwIPbu3YudO3fi3LlzFR5H0D88efKEORMF2509exbTp08v05aSkhKkpqZCX18f06ZNKzeSTbAoIVhcjouLQ8eOHdGuXTtERUVh7969uHnzJrKystC0aVPweDyR4ipAzZyR6urqkJSUxKtXr3Dw4EGcPHmSRcMIhPgBwNbWlkWkHjt2DDIyMmjbtm2lEVJ9+/bFokWLAJSmnnl7e8PDw6OMY0pgRwl48eIFunTpAktLy0qjypOSkmBvbw8vL68yqa579+5F9+7dv9nG+BVjW15eHp4/f46VK1di4MCBKC4uRkhISJm+7OXLl+jQoQOrGFlSUoKlS5dCX1+/XGe8MCUlJdi/fz/Cw8Px8OFD3L59m1XYEzB48GBISkqKpLEmJiZCR0cHb968qfQ9E9iqU6ZMQX5+PjQ0NDBjxgxcunQJcXFx7D35EbYqUBq1Vd7zHRISgpYtW7K54r59+9CkSRM8fvwY169fh5mZGfLz8ys8hvC7WFJSwo7x4MED6OjoYOPGjbh8+TIkJCRga2uLgIAALFmyBIGBgQgKCkLHjh2rrbXJwTmlfgtfO6R69eqFwsJCSElJwdDQkOVNC9OrVy+EhIRg69at0NfXx+LFi3Hr1q0qU2OysrIwcOBAzJs3D6tXr4aGhgays7ORmJgo4t2eNm0aPDw8sHr1aigpKSEpKYkN8lU5FH5FJy3chnv37qFhw4Zo1aoVQkNDmY6B4LoOHToUa9euhb6+PhwcHBAZGclSKcpjy5YtkJKSYkb6lClToKWlVaaM9/79+0XClk+cOIG//voLffr0EYkIqshQcXJygo2NTZlJe0lJCUaOHMlSMW7fvo0GDRqgQ4cOOHDgAMzMzERCvYURPtbQoUNZGqagfYJyt8JVk2pqVG/evBnS0tJlHFI+Pj4ICAhAcXExa8fLly8hKyuLffv2Yf369TA0NKzW6mVwcDB0dXXZc+Pt7Y01a9agpKSE6S4JSE1NZSKLffr0EVl1rOxZLSkpwcyZMzFmzBj4+PggJiZGZJIlaGdaWhrMzMxga2uL9evXIyoqCq9evSoTufU1WVlZTIB68+bNAIAxY8ZAVlYWHh4eSEhIYJMloOb34dOnT+jdu3cZPY7z589DRkYGhw4dEvlckKoaFRWFwYMHVymOn5eXhxMnTjBR8y5dusDLywtAaQpX7dq18fjxYwClTmwzMzNMnz4dBgYG2LVrF+Lj42FgYABfX99yHWt8Ph+pqang8XgsvaOgoEDEuPz06ZNIiHNGRgZ69eqFli1b4tSpU7CysmKRWoJrJ0xBQQGOHDmCK1euiBQQOHr0KO7du1eusV+T65Sfn8/uz8uXL6GpqYmJEyfCyckJY8eOxYoVK/D69esKn8PU1FSsWLGCXcfyrtGTJ08gKyuLXr16YcOGDcjIyICVlRW7ZmlpaXj//j0OHjwIFRUVXL58GWZmZrC0tARQmnZaVWUuYcNT+JosWrQInp6eIp8lJiayqqyhoaGQlpaGoqIioqKiyt13VlYW1NTU2LNTUFAAdXV16OrqiqRQAKXPVadOnZhYaO/evWFoaIiZM2dW+bxW1Kfm5+ez6z9hwgS0bt0aU6dOZf35x48fRfRvykP4/t2/fx/NmjWDjIwMW9gQdkxt3boVzZo1Q3Z2Np48eQJHR0ds27YNhw8frjBSQHB9ly9fDhUVFQwePJhNno4fP862e/v2LRuHjx8/Djs7O/To0QPJycnw9PRkY8bXbRawfft2qKmp4cOHD1i9ejXU1NSQm5uL3NxchIWF4enTp7h79y5MTU3h4+ODXr16gcfjYejQoZg6dSokJCSqpc0jQDAO5Ofno0ePHswBLzjfmkxAMjMzsW3bNty+fRva2trg8Xg4cOAA2rVrBwUFBZw/f55NEAoLCyErKwt3d3cEBQVh1KhRePz4MdavX88KYFTU1oULF0JdXR1Xr17F4sWLYWtri02bNqG4uBiWlpYYMGAARo8eXe5qelXvM1D6jKuoqIhEYB86dAidO3dGVFQUPD092Rimp6eH4ODgatt5169fh4mJCbZt28badejQIRbpI1iAE5zr7Nmz0bt370oj3ssjLy9P5LkESh1BAmemYP9PnjxBo0aNMH/+fJSUlKBbt27sPVu5cmUZBxpQ2sf7+vpi8eLF8Pb2hqKiIgICAnDhwgWRtCnhZyQ/Px+WlpYYPXo0PDw8oKOjU+OUxKCgIPz1118IDQ1lxykoKICCggK2bNmCt2/fonv37li2bBmWLl1axh78uk3CE+K4uDg0aNAAPB4Pu3fvLvf4X7d33759MDIyqrDIT25uLgIDA9G/f38cOXKEVeZcsGABJk2aJGLPe3h44MSJE5CXl4ejo2O57S3vXIqLixEQEABra2uYmpoy3bdOnTohJCSEzU1mzpyJw4cPw9XVFRISEmwMX7FiBdq0aVOhdl5OTg4MDAywdOlSZGdnY/z48YiNjcWNGzfg7u4Od3d33L9/H/n5+Zg/fz6UlZUxc+ZMkba/ePGi0lSu7OxsREdHY9y4cSKLQwKb7OPHjyLj45cvX6ptY/yqse3QoUOoU6cOevXqhbdv32LWrFki0XtAad/ToEEDdn169erFxvX58+dXGtEqqEx65coVTJgwAYmJiRgzZgyr1FtSUoKSkhLMnTsXXbt2RXh4OEaNGoWLFy8iNzcXMjIyldoYAu08YVv1xo0b6Nq1K1q2bFmm/6mprQqUvg+CyNPExES0a9eujA0smFcPHTpU5PNWrVqBx+MhLi6uTNbJ178HRB3Mwo6puLg4qKqqolWrVoiIiMCuXbvg4uKCoKAg+Pn5oXPnzlXaYhyicE6pX4zwoCAQbszMzERQUBD09fUxZswYmJqaiujpPH36FIsXL8aHDx/w8eNHREZGQl9fv8qc4ZKSEvTu3ZvlHevo6ODo0aO4ffs29PT08OnTJ/bSnTp1Ctra2njz5g3Cw8OhqqpaLf2oX9FJf/nyBcHBwXj37h0SEhLQunVrbNy4EdeuXYO2tjbCwsJEfq+srIyrV68iJycHffv2xd9//41BgwaVGyG1Y8cOiImJscpLycnJ6N69O6ysrGBjY8MiEgQcO3YM7du3h5eXFxo0aFBpqLUAPp+PgwcPwsHBARs2bGATdsEAUlBQIJL2GB4eDjs7O+zZswctW7YU0XOpyKiYP38++vfvj6SkJLi6umLkyJFQVlZmg0xKSkq5k5aqjOrdu3ejbt26ZRxSQUFBZVI5srKyMH78eDZ5NjExEVkVrIzU1FSEhITAxsaGCSkCgLa2tsjECygdKL58+YKgoCDUqlWLtaE6KT5ubm5QVVVlIe8XL14sc4+B0ugQa2tr8Hg8zJgxQ+S7iu7Bzp07ERERgVevXsHY2BiampqYPHkyPn36BB6Ph2PHjom0UXg/1XFWWFtbs0FYwPXr16Gnp4dt27aJ7HPGjBlQUlJCSUkJfHx8WMXIykhLS2Oi9Jqamrhz5w5cXV0xefJkKCoqsrLtAkaMGIGWLVsC+N+1f/36dbkTD+B/RvjBgwfRvHlzzJ07FydPnkSfPn3g7OwMd3d3zJw5UyR12cnJCYMGDUJAQABat26NgQMHsu/Ku985OTmwsbEBj8dDnz59UFBQAFdXV1haWuL+/ftwc3NDYmJimevE5/OrdZ3CwsKgpqaGbdu2ITw8nE2MhQW1P336hH379mH//v3ltrGi51RYI6RVq1bo1q0bHj16BCsrK1hbW6Nr167MYVdSUoKQkBCmF5WcnAxdXV220iugovRSJSWlMs7N6Oho8Hi8MppBmzZtgqysrMg14PF45Qr9C4zR5s2bs/7N1dUVxsbGWLJkCWxsbMrs/9ixY2jXrh1atWrFIvCqoqI+9evqP9u3b0e9evUwYcIEODk5sX5WS0urwuqZ+fn5CAsLw8uXL5mxO23aNMycORMaGhrMoBZ2TIWEhMDCwgIpKSksfa+q9gOlkXZWVlYYMWIEli9fDg8PD5EV+q8juM6dOwdPT0907NhR5FqV90zt3LkTTZs2xbZt27Bu3Tro6OgwnZ1169ahTp06LK194cKFWLt2LTZs2ABdXV3Y2dnh4sWLcHJyEqkuVB0EqS8GBgblfl/dCci9e/fQo0cPSElJ4eDBgwgICICcnBzu378Pf39/DB8+XKT6lqOjI7Zv346bN2/Cy8sLffv2FdHE+hrBNcvPz8fkyZOxdOlSREVF4dGjRyguLoa1tTXmzJmDe/fuQV5eHi4uLux+fL16Xh6CiYugsqO9vT2WLl2KAwcOQFpamkVfHTp0CC1btoStrS0WLFiADx8+4MOHD9Wy8969ewdHR0eMGjWKFSaIiooSSTUUJiUlBUOGDMGJEycqbfvXBAcHo1+/fti1axd7dr28vNgCmOD9S01NZY7GGzduwMLColKdls+fP2Pq1KmwsrJC9+7doaysjMjISFy+fBlTpkyBsbExGw8yMjJEIovz8vJgaGiIpk2bVitj4OTJk+y8p02bhj59+mDLli0wMzNDeHg4nj9/jry8PJw6dQpPnz5Fz549WRVTZ2fnSnUkCwsLWSUuQZ8hiJht2LAhO25l0g4lJSVV2vTnz5+HsbEx6tatywoO5OXllXFAGBgYYPbs2cjNzYWsrGyZSXllqKmpQUFBAY8fP8bUqVMxZcoUJhkwbNgwERvl1KlT7N4vWrSIiYaXR2ZmJvr37w81NTXcuHEDnp6e2LNnD7Zs2YIbN27gyZMn8Pb2xqRJkxAXF4e8vDwsWLAAgYGB1V4gB0ojBdXV1UWqqQ4aNAjS0tLs7ydPnrBnqbo2xq8Y2wTPxvTp09G7d2+4uLigX79+LFXM0dER1tbWWLBgAVavXs1SKN+9ewcTE5NKHSwCCgoK0K9fPxFn/bhx48o4vYDS8VTgmBVUkrt48SLWrl0rkqUijOA6CRyPAg4cOAAtLS107dpVxEE/bdo0ZoP5+vpWy1YFSvtXSUlJDBo0CKqqquza5+TkYP/+/WzB+fPnz5CWlmYVsNXU1DBs2DAcO3asQmd/VQ5mYcfU48eP0bJlSyazEB4ejsDAQDx48KBaeqoconBOqV+I8GAUEhKCTp06ASiNzBEOY5eVlYWhoSHu3LmDlJQUeHl5sdQ2oDSaoKoS37m5ufjw4QM2b94MCQkJyMnJwd7eHqNGjYKSkhKuX7+OZ8+eISwsDJ8+fcLt27fh4eGBoqIi5OXlwdfXFz179kReXl6Fg+ivmoCcPXsWRkZG8PLyQosWLUSMg127dkFLSwszZ87E8+fP8eTJE6ipqTFj+/Pnz9DQ0GDGhTCbN2+GlJQU1NTU4OjoiN27d0NZWZk5mhYsWMDCM4U5deoUGjduzNJXqkqRefbsGZydnRESEsKM2q1bt0JbW1sk5FyAm5sbE7zcsGED2rdvX2n1jGvXrkFWVpZFcAUFBaFDhw5YsWIF9u3bh0uXLqFv375ISEjAx48fy0x0Khvok5OTy5SeDgsLg6ysLAthF0aQgpGfn48OHTpUq1KTYIUvKysLM2bMYLoUhoaGIgbCw4cPmREp0OKaPn16lau+RUVFyMrKwp07d+Dm5gZvb2+4ublh4sSJ6NWrFy5cuACgdAAWNgrT0tLQvXt3kfz5r/n8+TO2b9/OnEIChg4dihYtWmDjxo1wd3dHWFgYcnNz4evrix07dpSryVXefRD+/uuIs3PnzkFXVxe6urrYsWOHiAFw7do1NhkwNjZmqZBVCWp6e3tDT0+PRS327NkTkpKSePnyJU6ePFkmyk9XV5cJWFa2Ui0cmfPx40fcuHEDjRs3xpQpU7BmzRpER0fDzs4OI0eOZCnGq1atgpycHEpKSjBmzBjIyMiwQb6ylD03Nzfo6+ujuLgYkyZNYpPjffv2iUyUc3NzRQTQK7tOeXl5+Pz5M65du4ahQ4dCQUGB6VosWrQIUVFROHHiBMaPHw93d3fMmDEDsbGx7J5WVtFFmMzMTGhra2PJkiXw9PRE/fr1MXnyZLx8+RInTpwo86wLa7TcuXOnTLpDRezcuRP169dnkatr1qxBrVq1sG/fvjLn//btW5w+fVpkQnjgwIEyE6isrCyoq6vD09MTo0ePhqWlJczNzZkGH1CaDqCpqVlG8+bMmTPg8XgiK7WVUVmf+nW79PT0sGHDBvj6+mLMmDHYtm0bdu7cWaEz5OLFixg2bBgcHBzQqlUrlqL04sULtGvXDrq6uqw/FlyTZ8+ewcXFBXv27MGlS5cqdMwCpaLGc+bMQXR0NCIiInDt2jXs2rULGhoacHBwYNtFRkYiLCysjAjtwYMHWWpXRddq165dUFRUhIWFBYYMGYKuXbuyd3r//v2QkJCAq6truROLsWPHslT0hISESnU9CgsLsWbNGqxYsQJ8Ph95eXmwtLTE33//zbYRjpoUdgJXNAERfvaMjY2xcOFCfPjwgU1Anj9/DjU1NVhYWIhEZCQkJLCJyKVLlyoVZC8qKkK/fv3YYkv//v0xYMAAHDlyBBkZGbC0tERkZCRyc3MxbNgwTJw4Eba2tnBycmLnU1kqVHFxMVRVVVk04ZIlSxAUFARLS0v89ddfLOooKSkJHTt2hJOTE/z8/GBlZcX6o/fv31dq5wmeidzcXHh7e6NHjx5QVVXF0KFDYWtrizt37jA7MDU1FcuXL0daWhpsbGxYVGV1SUlJgbe3N4YNG4apU6ciJSUFAwYMKDPuCV8XgVZYRXz+/Bn+/v44ffo0HBwcICEhAT8/P1y8eBHLli2DpqYmcyq+fPkSAwcOxKJFi0Tehw8fPmDMmDFVRla8e/cONjY2cHV1hYuLC7S0tJhD8/DhwxgwYADCwsLw9u1b8Pl8yMnJiaTIa2pqliliI8zr168RFhaGAQMGoFmzZiJRpBISEmjQoAGb0Ao76aqyHYuKilBQUCDy/eLFi9G2bVsApQ5IwfgLlPZHxcXFOHHiBFs0yMjIgLy8fBm9OmEE+1+zZg1zWg4bNgyurq4oLCyEp6cnNDU14ejoiEePHpWJxFmyZAlat25dqYZU3759sWrVKmzcuBHt27fHwoULcfDgQXTt2hVxcXG4f/8+5s6di8mTJ8PLywv3798Hn8+vlmC3oP2PHj1Cz5490bZtW7boYmVlJbJY4+fnB1VVVWRnZ2PNmjXVsjF+xdhWXFyM+fPnY8iQITAxMQFQqtVVv359xMfH49y5c+jXrx/GjRuHhw8fijigpk2bBiMjo2pdI6B0/FZUVMTy5csRERHBikMFBASwBfDCwkK8evUKEydOxJs3b3D37l04ODhg1KhRFUbzC+aECxcuxKdPn9C2bVvExsbi7NmzGDZsGB48eIAXL16gV69eLB379u3bbAyvylYVIOiDHzx4gEaNGqFXr17suz59+jA7SPCuff78GVJSUqhfv75IFFx5VNfBLOyYOn78OHr06IFz585h165dTGuYo+ZwTqnfgL+/P2rXrg0HBwdYWFjA0NCQfRcREYFOnTph8ODBGDBgAFxdXdG2bVuRSJqqEHSgbdq0wZs3b3Dw4EGcOHEC8fHxkJOTw6tXr3Dp0iWYmZlh6NChzOkgPHH88uVLpel0v2oCIvhu+fLlqFevXrnV1Q4ePAhdXV2Eh4cjOTkZGRkZyMnJYR1Gbm5umUp1mzdvRrdu3Zjzql+/fmjatCmCg4PZNr1794ampiZGjBhRJuprz549TDS2svbn5+fDxcUF7du3Z6Gle/fuRbNmzZiodXx8PBO+zs/Px4gRI0QMoK8rQhUWFmL//v2YPn060tPTkZycjDVr1sDFxQXBwcHo2rUri+Ly9PREy5YtWVqRjo5OleKBAoMvISGhzCR39uzZGDlyJCZNmgQVFRURAfmkpCQ2ybl//361nI4bN25Er1694Ovry1aOg4ODmSaCYPIhLy/PtArGjx/PJoVVaSQUFxcjPDwcM2fOxPz583H8+HHk5uZi6tSp0NLSYtE/L168gK6uroiAZklJCW7fvo3bt29XeI9v3LgBZ2dnaGpqYv369fj06RM8PDxga2uLs2fPQkxMjJUh1tHRgaGhISZNmsQqDAmOUx7Cg/LIkSPh7+/PPrtx4wZ0dXWxd+9erFu3DiNHjsS2bduYg+/QoUM4deoU4uLiIC0tXaGxKHyM5cuXQ15eng3kFy9ehIyMDJ4/f44dO3aAx+OJpPAJqKoqyt27dzFnzhwApQahIA3n7t27aNSoURm9NGGjXfAsrlu3DqdPny73fgufg7+/PzQ1NZGfn4+QkBCR1dFFixahd+/euHfvnohB9/nzZzx9+hSysrIVXidB9aVNmzbB3d0dMjIybOKxdu1aJpovEOH18/Nj9yImJgYrVqyo8lnl8/lwdnZGaGgoS7sOCwvDxo0bMX36dDYBT0pKgpGRUaXFG6qjwXD06FGIiYnBxMQEf/31V7kOqeruNysrC6qqqiLVozp16oS2bduydi5duhRdunRBUFAQRo4cWSZS6ejRoxWmrghT3T7VxcUFhYWFGD9+PFJTU/H+/Xs4OjrC2dm5womO4F2Mjo5GgwYNoK+vzwzmvn37svewd+/eZVKL5syZw9KZykNw7Xbt2gV3d3dERkaydN6RI0eKaP6tWrUK3bp1E7ke5V378vqOPXv2QEVFhVWLDQgIgL29PeLi4nDo0CFIS0ujV69eiIyMxKBBg8pUDxs9ejR7X6vi0aNHCA8PR5cuXTB//nxoaGhASUkJKioqLIpGQHFxMW7cuMHeg/ImICUlJZg3bx7T4HNwcMDo0aOho6ODTZs2QUNDAyoqKrhx4wa8vLzYint6enqFWnwVPbPr1q1D165doaCggAkTJkBcXBz37t3DxYsX0aZNG+Tk5GDUqFEIDQ3Fy5cvMW/ePMjJyWHEiBEVapAJs3nzZjRt2hT29vbQ0NCAn58f9uzZA3Nzc2zcuBGJiYmQlJRk0cQPHz6EpKQkzMzMqlWFVdA3pqenY9WqVfD19YWUlBSMjIzQs2dPGBkZoXv37mjevDlkZWXRunVr3Lt3D9u2bUNgYGC1J02C7TIzM+Hp6QlxcXF07doVrVq1grOzM9asWYM7d+4gJiYGixcvhpmZGd6/f4/Zs2ezPuvre5Cfn49FixZh79698PHxgZqaGo4fPw4fHx8EBgZi48aNePToEa5du4bIyEg0bdqUieALqGr8/Hq7R48eQVdXF82aNUNsbCxmz56NMWPGYO/evTh48CD69++P8PBw5ObmijgDt2/fznR9ykPwPJ86dQpNmjSBsrIye691dXWZs7pBgwasjwXKaoGVt98VK1awtKHbt2/DwMAAiYmJMDc3x8yZMzFv3jwoKiqK2K3C11hAVRN8f39/vH79GnFxcfjy5QvmzZsHKSkpAKWOkYEDB+LAgQO4c+cOXFxcYGxszK7Rzp07WVWz8sjOzkafPn2wZMkS5ObmYuLEiRg3bhxkZGQgLy+Pd+/eYfv27ZCVlYW/vz+2bdsGX19feHp6VkuLR3Bf3r17BwUFBUyaNAlXrlzB0KFDISUlxVL4gdLIVCkpKZF+tSob41eObRoaGpCXl8fly5fh5+cHLS0teHt74/Lly7h16xZiYmKwZ88edtzi4mLcunULa9asYRkKVS08Cha2zpw5Az09Pairq2P27NkoLCyEtLQ0QkJCRH4r/BzdunVLZCFMGIGu8PLly/Hu3TtoaWnh1KlTePv2Lezs7PD8+XN8/vwZS5cuxdOnT6GmpiZS0OH27dvo1q1bhc/R1yQmJqJLly5YtWoVdHV1MXz4cAwfPpxl7XxNRkYGJCQkWPGEivqNmjiYhcecefPmISgoCC9evCgTsc1RfTin1C9mzpw56NixI86dOwcfHx/IyMiwSI3w8HCR6jc6OjqoW7euyKpoVQiqWhw+fBiRkZHo1KkTFi5cCHNzc8jKysLBwQFBQUFo27YtJk+eDENDQ5F0qerk5f+qTlrQlvv370NcXByjRo2CpqYmduzYgR07diAsLAx+fn4ICAjAihUroK2tjdDQUJFogq87Hj6fj0ePHoHH47FVvhcvXkBJSQnKyspshVFHRweenp7Iy8vD0qVLMWLEiDIRUxUhPAB4eXmhR48eGDp0KPz8/BASEoLWrVuLrJQKd5QAmEFamSGxdu1aREZGIigoCMOGDcOGDRuwYsUKqKqqYteuXbh16xY8PT0hKysLCwsLuLm5QUVFpUzO9dcIR3b06NFDpF3e3t5QU1NjouLTpk0TcUydO3cOTZo0YU6K8qKBvubYsWNYsGABjI2NmYijjo4OGjduDHt7e0yePBlXr17FqVOn8PDhwxpVfhKwa9cuhIaGssHw48ePkJKSYitCycnJ0NHRKSNEWxMyMjKwbds2kbDkBQsWQFtbm01KBN8tWrQIFhYW2LZtW7Xet9mzZ6Np06bsfblw4QK0tLTQs2dP6OjoACidxI4cORJbt25FUVERtm/fzozK6pTSDQwMhIqKCszNzeHj4wMXFxcoKiri2bNn2L59O3r27InMzEz07t0bLVq0KCMeWhnXr19H586dMXDgQHTr1g3Lli2Dvr4+UlNTcfr0aTRq1IiloQGlz0tV5eDLY/r06Sxlz9fXFw0bNoSGhgZOnDiBW7duYdKkSVBVVYWTkxO6du2KXr16oXnz5kzPpaJwdKD0ndTW1kaPHj3g4eGBqVOn4uDBg7C2tsbw4cNx7NgxXL9+HXPmzIGHhwc8PT0RGxuLjRs3Qk1NrdK+Licnhxn4eXl5SE9Px6BBgzBt2jScOXMGM2bMwIgRI3D69GkkJydDSkoKs2bNqvH1KY8TJ05AXFwcw4cPB/A/XZGvWbBgQZkUXmEE5ZYFzj4XFxcMGTIE5ubmsLW1hZeXF7p3746PHz+iqKgIy5Ytg6WlZbUXW76lTxU4g4uKikSq/VRkVAvOOz4+Hu3bt4erqytLJ+nZsydbOCgpKWHC5nl5efDw8GARZ1U5/AsLC/H582ccOXIE3t7eWL58OT58+CCSIrxgwQKoqalh5syZbOEGQKUFEARs3rwZ8vLyiImJwd69e3H37l0UFRVBW1sbffv2hbi4ODQ0NHD37l3cu3cP0tLSIgU6SkpKEBUVVSMdKaDUkO/WrRuL6N62bRtGjx5dYYRgfHw8ZGRkykxAioqKsGbNGvTu3RspKSnw9/cHj8eDvb093r59Cx6Ph6CgIBw/fhzS0tLMoaSjo4OIiAhkZWVVOyUtJSUFPXr0YIt3a9euhZKSEj5//gwfHx+Wup2ZmYktW7agX79+cHJygoeHR6XRucLP6rhx41C7dm2RyKTVq1fD2dkZYmJiIs4ELS0taGlpwdnZuUqHheBZvXv3Lv766y/o6uri1atXmDJlCry9vbFlyxbk5eXhxYsXuHTpEqtWC6BaKT5fHwcoHbdWrlwJf39/GBsbw97eHj4+PtDX14eWlhY6deqEXr16ITg4mB2jsvHt06dP8Pb2hry8PLy9vfH69WvmeOnevTvGjx+PHj16YMGCBSKFTGqC8LMg0MOTlpaGs7Mz3NzcmKMFKC12YmxsjLCwMFYpTOCIE1Sh/NqWEZxfXFwcOnTogODgYFa9TFZWViSNV05ODgMGDEBhYSHCw8Ohq6tbpWPQ0dERxsbGePbsGTp37owOHTrAx8cHHh4ebALs4OAAHo8HS0tLDB48GGFhYXB0dISXl1eFkcXC3Lp1i0UB7tixA2fPnsWNGzfQvn17KCgoYOjQodi0aRPc3NwwdOhQ9OnTB2/fvsXLly+xatUqREVFVZimxOfz4e3tDSUlJbx69QpbtmzBrl27cODAAXTp0gXKysqYP38+tLW1cffuXXTt2hVXrlxBfHw8FBQUYGVlVS0ZkfT0dHTq1EnkemtoaKB58+bMrps3bx46duzI7KHqOmV/9tgmYNGiRTA2Nsb+/fsxceJENi8LCwtD37594e7ujlu3buHevXuoX78+bt68iYSEBKiqqiIrK0sklVkY4XsfHByM9u3bs0pw3t7ekJCQwMiRI5lz1sbGBnl5eay6eWURggJKSkqY3mF+fj769u2Lw4cP4+bNm+jYsSPT5Tt58iQMDQ1hamqKS5cuQVFRUSSLpTqOu7i4OBw+fBhbt25li1CFhYVo0qQJmjRpgsDAQJw4cQIrV67EiRMncPToURY1+OXLl0pT6r7VwZyamoorV65g7Nix1Vqw4KgYzin1i3nx4gVbpX348CFcXV3h5+eHMWPGoFOnTqzDPHToEBQVFWFkZIS+ffvi7t27Va5+C3RRVFVVkZSUhIEDB+Lw4cPYt28f6tati0GDBsHBwQEODg54+PAhRo8eDW1tbYwfP17EMVUVv6KTFhgT9+/fR5s2bVjKXmhoKHg8HoyMjGBpaQkfHx/mONm/fz+UlJQqrVQnwNPTE927d8fBgwfRu3dvJoJoZmaGli1bihiR2dnZmDhxIkaMGFEjg87LywsyMjIoLCxEQUEBtLW18ffffzNR9OTkZHTs2PGbJ5jJyclQVFSEtLQ09u3bh8LCQnh7e8PLywvOzs5o0qQJjh07hp07d6JNmzYi1bIqe5bS09MhLS0NHo/HJlkPHjyAqakpzpw5A1dXV0yaNAlAaeqpqqoqi7br1KlTlYLgFcHn86GjowMZGRm0atUKrq6uGDdunMhKfk0rBu3btw+PHj3Cxo0bWRWjW7duMUdvUlISevbsiXnz5iE4OJg9B8nJydU2WjIzM3H48GGMGzcOLVq0wNOnT2FjY4OVK1fi2bNnaNOmjYjGx+DBgyErKwtfX98KDQkBU6ZMAY/Hg4WFBau6c+bMGTZQDh06lDkUIiMjYW1tjaNHj2LhwoVo3bp1tULfr1y5goEDB7LJuqamJmRlZfHq1SvmkPry5QsiIiJgbGyMCRMmoFGjRpU6Kb4mLCwMnTt3xqdPn5Cfn4/Ro0eztINDhw6hUaNGlWp2VEV0dDTq16+PL1++YMOGDbCyssKOHTtgamqKhg0bokuXLqhXrx6mTZuG+/fv4/Lly9i9ezc2bNhQZYW3kpISvHr1Cv7+/ujTpw9GjBgBGxsbyMrKYuzYsYiKioKNjQ3OnTvHKq3t2bMHpqamMDIywpMnT8rdL5/PZ5ow3bp1Y5ElCxYsgKurK6KjoyErK4sDBw5g37596N27N1sZTE9Px927d9nz+j0cP34cYmJiTDAVEJ1MCjSkKhKvFeDt7Q1JSUmYm5uL9J9ycnJo3LixSDWg9+/fo2fPnoiIiKhRW7+nT61O3xEfHw8JCQn2bJ44cQJt2rSBgoIC02Oys7NDr169mAFrYGDAomYro6CgABMmTICxsTG2bdsGHR0dmJqaYvbs2bCwsMCMGTMQGBjIROVjYmLYJCs4OFikWEV5ZGdnw93dHfHx8UywuX379jA3N2c6j61atcLixYvx7t079O3bF15eXpg0aRLU1dWhp6eHffv2lYkUqQjB9czJyYGZmRn09fVFrmOHDh2Yzoawc0Awpnzt2BFsk5CQADU1NURFRSEqKopNapWVlcHj8SAlJYXOnTtDTU0N7u7uePDgAdLS0qp8j4XJzc1F37594erqilu3bkFGRgb37t1DVFQUS+0JCgqCnJwcNm/ejIEDB1YomF4ehYWFiIyMhLq6Onr27Ik6depg9OjR8PHxgby8PIKCgjBgwAC2EKOrqysSZV4dbt68iaZNmyIiIgL6+voICAhgqVa2trZswiZMTcTAhbft378/eDwebGxsWBq6h4cHG5OA0uevJikrMTExaNOmDW7cuIHY2Fh4eXlh+vTpGD16NAwNDXHo0CEW6SyQt6iuwxEoK5ehrKwMoLQPmTt3LrKysljUr2Dbq1evQkdHB7Nnzwafz8f79+8xYsSISifLjx49Qtu2bUVsCklJSUhKSrJ7YG9vD1VVVeYcF+gYVXW9srKyoKmpCR6Ph8jISJw9exbLly/HgwcP2CJpfHw8GjZsiLFjx2LBggWYOHEihg0bBk9PzzLSCxVx8eJFjBkzBoqKisy2+/DhAxo0aIDx48fj+PHjUFZWRsuWLWFjY4M+ffpAU1MTcnJyIvq35fHs2TO4uroiODgYR48exbNnz9CjRw98+PABY8eORcOGDXHgwAG8ePECcnJy+PjxI3PGBQUFVbiIIExgYKBIpOnw4cOhqamJgwcPwsrKCmpqaujYsSOLYKmpKP7PHtumT58OTU1NAMD69evB4/HYYsGGDRtgY2ODI0eOQENDAzdv3sT+/fshJSUFf39//P3339W6RiEhIdDS0oK7uzskJCQQGxuLPn36YOvWrax6d8uWLaGqqsr65gMHDuCvv/6qVD4EKHXmHDlyBE5OThg2bBiOHz+OtLQ0NGnShAVdjBkzBsHBwcjNzUVwcDD4fD5bQBJ28FRGbGws3N3dYWVlxeyV4uJimJiYgMfjgcfjoU2bNoiKioKxsTHU1dXRu3dv+Pj4VDn+f6uDeebMmejXrx8AVGvc5Kgczin1mxAYtII0g3bt2jENhKNHj6JNmzbMuzt69OhqVSMASrVk3NzcUK9ePZw4cQJxcXGQl5dHrVq1REpTC7R7Pn36hIEDB0JfX79SDYav+RUTkLdv36Jt27YiESxv376Fvr6+SAqR8ABjaGiI4cOHVxhpIbytIJVIkNsMlEbpSEpKwtLSkokh8vl8WFlZwcvLq9pOkRkzZqB27dpsInPkyBE0a9YMenp68Pf3x9atW9G5c2eRyVNNDK4vX75AQUEBM2fOxPbt26Gvr4+lS5fCzs4Oq1atQnh4OI4dO4aXL19CWVkZCxYswJQpUxAcHFxpClRxcTHCwsIwffp0LFiwAIqKikhJScGtW7eYgOmFCxdgb2/P9KJcXFygoqKCLl26lBFargrBORcWFkJTU5OlZ5qZmeHixYuYMWMGbGxsvmny/eTJE5ibm8PNzQ07duxgq02zZ8+GnZ0dbGxs0LNnTzYBtbe3x8WLF7Fz505YWVlVGfUAlF63AwcOMFFcLS0tnDlzBm5ubjh37hxKSkqgrq4OY2NjrFmzBsbGxiy8uKry6sXFxdi+fTsyMzOxadMmVtVLT0+PTQbev38Pc3NzpnsTFhYGExMT1K9fv9JS9MJkZmayiIYzZ85AQUEBr169wtatW6GiooL09HRERESgX79+7L0S3O/qRG/w+XycOHGCRXUBpWmbXbp0YU6zY8eOoVGjRiKRZjXhwYMHaN68ORYuXMgMcUtLS/j5+cHV1RWXL19Gt27dYGdnh8DAwGoZccIUFRUxHYXs7Gzo6+tDV1cXERERUFBQwKlTp3D37l2mR7d9+3b079+/WlFqKSkpiIuLK5Ni/Pr1a4wfPx4XL17E48ePISkpCVlZWezevRuSkpIwMjKCsbFxjQ3s8jh69Cjq1q1bpjpqaGgoWrRoUWkahfDxQ0NDISYmxiINlixZgu7du8PY2BhWVla4c+cOiouL8ezZM1hbW5ep6FUZP7NPLSkpQUFBAaSlpZmoO5/Ph76+PkxMTODq6orp06dj8ODBUFVVZc/9qlWr0KxZs2pFDpaUlCApKQlPnjzB58+fERAQgKVLl7JKb3379kXjxo0xZMgQHD58GPr6+rCwsICpqSm0tbUrjeQTIDzuLVmyBA4ODrh+/TqKiorg4eGBIUOGwM7ODnJyckwYe8KECVBVVYWLiwu7ttVFoLnUtGlTNvkQXPPJkycjMDBQ5LMzZ87AycmpzOr7pk2bRDR8li1bhrp167JIsdTUVOzduxcLFizApk2bcOHCBTg4OGDKlCmwsbH5Jv2OkydPsoWp48ePQ0ZGBg8fPsTatWuZA2PcuHEsOktAdW0AQQXQJ0+eQFNTE2JiYvD19cXBgwdx6dIl7N69G2PGjIG4uLiIyHB1ntmcnBy0bt2aFbG5ePEi9PT0kJWVhffv38PT0xMODg7VnuxVhpaWFrS1tVFcXAx5eXlERUWxCCJbW1uRxcaa2DAPHjwAj8fDvn37cPr0afTs2ROJiYnw8PCAv78/Ro8eDVVVVYiLi0NJSQlA9bX5hJk1axbatWvHnpFRo0YhJiYGy5Ytg6OjI+Lj4+Hj4wM3Nze8ePECoaGhGDBgAOvvKxrjBP3e6NGjIS4ujpcvXyI/Px/9+vXDiBEjEBUVhTFjxkBbWxuqqqrsuYmMjETLli2rlZpWVFSEKVOmsAXFO3fuiFSnFRAYGFjtlFthBG0SyC0oKSnB2dkZW7ZswZYtW3Dq1CmcPn0azs7OMDQ0RJs2bXD//n28ePECxcXF1b4fz58/h5ubG6ZOncoi62NiYqCmpoYZM2ZAT08PL168wMePHzFy5MhKdTyrYuDAgczBAwA2NjZlpD+qO2b+irGtqKgIe/bsQUZGBubNmwdPT0/4+vpi9+7dOHPmDA4cOIC1a9ciNjYW27dvR+fOnXHv3j2cOXMG/fv3r1a626JFi9CuXTtmb3l5eUFFRYU5TYuKipCdnY3Jkyejbt26LMVbS0sLLVq0qNa4UFBQgDNnzmDcuHEIDQ3F/v37YWpqitjYWKSlpUFOTg7jxo1j9llBQQHi4uIgISFR6UJ2Xl4eCgoKkJGRgREjRuDw4cNYs2YN7OzsMH/+fFhbWyMsLAw3btyAmZkZVFRURCpyf21XVca3OphNTEyqZQtzVA3nlPoDSEhIwPjx4xESEoKwsDDUr1+/xhVvBPD5fFy5cgWJiYmIi4tDz549cevWLYwbN44ZtY8ePYKYmBji4uLg5+cHGxsbHD9+vEpvOPDrJiBAaarF4MGD4ezsLFJWs0uXLmzyJywUeePGDXTv3r3Kybiw4TRt2jR07doVDx8+hIGBASZOnAgAsLCwgLm5Oevwr169Wi0jQsCNGzdYGuaOHTvQqlUrXLhwAUVFRRg8eDBb2RJQld5Meedw69Yt5Obm4vHjx9DU1ISHhwd69eoFIyMjODk5YdGiRRg0aBCLgouNjS13cBHc06KiIhQXF4uIGEZERKBjx45o2LAhWxHj8/mYN2+eiGh0ZGQki1YQtK+6FBQUQEVFBVZWVuyz9u3bY//+/UhPT0dISAgGDhxYY8fU18KOgYGB2LdvH969e4cPHz6gfv36UFZWhrW1NYssE+gQbNu2rdr35O3btyzKx8bGBo0aNQKPx4OnpycOHDgAExMTjBkzBiNHjmSh1l+3ryKEr+PChQshLi4u4tzh8/lYsGCBiHjjvXv3ajy5BP5XFe/WrVvYt28fE1OdO3cu9PX12aC7bt069O7dG3FxcTXav4mJCROwHTBgAKtIKOD48eOoV68em8jWlOvXr7N3KjExEQ4ODnj27Bn69u2LTZs2wcjIiKVoHDhwoMb7F9wLZ2dnmJiY4NatW5CQkMCYMWNw+vRpKCsrY//+/bh48SK6d+9eaZn4ihg9ejSL/Dxw4ABmzpzJdOEEaRvv37/Ho0eParzvqjhy5IiIY2rmzJlo3rx5GaO3uLgYz58/x7Nnz1glQ+Hn1MfHB9LS0vD29oaysjJbnR46dCiGDBnCIuwSEhJqFHn6M/rUr3Vprl27BnFxcbi6ukJLS4sZtwJttrZt27L2VyXuWxmTJk0SqYi1d+9e8Hg8pg0XGBgIBwcHzJo1iy0GVBdBv7J48WL4+PgAKC1+ceLECTx+/Bjt2rWDtrY2rl+/jps3b8LR0fGb7I309HT07dsXGhoarOKru7s7Xr58yRY3BAUH9u7dCz8/P7Rq1QrW1tbMZgBK06ubNGmC9evXs8+ePXuGevXqoVOnTqyPWLVqFQYNGgRdXV0WDfL06VPo6+t/U38HlFYzk5GRwcGDB3Hy5EnIyspi+fLlcHJyYpOZ4cOHM+HhmoxrwgjSEJs1a8acOLm5udi9ezdUVVVZ9bia7F840uz58+fo2rUrS89PTU3F5MmTMWrUqG/qhwQ8efIEvXv3ZmNWVFQUE+MXOL/s7e2xd+/eb97/iRMn8Pz5czx9+hR8Ph9aWlpIT0+Hp6cnxowZgwcPHsDExAQBAQEIDQ2t0TXKzs6GjY0NBg8ejISEBHz48AGdOnVCXFwctm7diubNm7OookWLFiE5ORljxoyBo6NjufsTHFt4ApqRkQFTU1MMGDAACgoK7LeFhYVQVVVFixYt2IJvZGRkjfuMS5cuQVJSEuvXr8eYMWOwevVqZqMJHDwRERFMw/NbntHHjx9j+fLlmDt3LmrXrg0DAwP06tULnz9/xuzZs2Fubo6ioiIMGjQIr169YseoSeR6UlISXFxc4Ofnh5UrV0JTU5M5KJYvXw4VFRXo6+uLOBSqcy7CbRCk2QqYPXs2JCQksGLFCpibm8PZ2bna7S2vDT9rbANK5zuCCnE3b96EvLw8xMXF8fr1a6Snp0NbWxt79+5FfHw8ateujYsXL1aqRyq4LhcvXmQ6T0CphuaTJ0/g6+uLdevWiVy/T58+QVtbG9u3b8fp06dx9erVGvUf+fn5OHv2LMaNGwdvb2/s378f1tbWaNGiBSIiInD69Gn4+/tj8eLFWLVqFW7fvo3du3ez1OKvEVQKVlRUxLt372BrawtjY2MApVpm7u7umDp1KoDSyL6BAwciIyMDmpqaLINA+JqUd52E/z969Gi0adPmpziYOaoH55T6zQge7tTUVAwaNAh169YVcbjURHRW2Ag/f/48GjVqhLt37yI2NhZdunQBn8/H3LlzkZSUhL1796JHjx7llgGtil/VSQOlVVecnJwwcuRI5pjq0aNHGeFxoNQ4qCiE/+vOW/jvSZMmgcfjiayk5OXlwcTEBIaGht9s8ALA7t27wePxWBqDoCKFkpISPDw8WBrW99KxY0fIyclBXV0dM2fOxLp169CkSROcOnWq0t8JrkNmZiZMTEywYsUKkZSys2fPgsfjQVJSEp8/f0ZxcTFu376NnJwcdO7cuVyNqpoaRRkZGSJV+vh8PtTV1Znx/vHjR4SEhFRZZe9rBCsZT58+hby8PLsWr1+/hq6uLlulPXv2LM6fP4/NmzfjwYMHNUoD+Zpx48ZBU1MTrVu3ZlU6jIyMcO3aNezcuRMuLi41fg8E17NPnz7o0aMHxo0bh/379+Po0aO4fPkyXr16xURsv4erV6+yiophYWEQExPDuHHjYGpqynTO1q1bB2Vl5UpFtitqv6D09vXr13Hu3DmYmZmx6AiBY3TPnj2VVmyqLhMnTkS/fv1w9OhReHt74+zZs7CxsQFQKlj9dURQTYiLi0OnTp2YuLO9vT06d+6MNWvWACidrFWkCVNZf25tbQ11dXUoKSkx8WMAUFJSYql90tLS1YqY+VaOHj2KBg0aQFtbG82aNSvXIXXu3DmoqKhAS0sLpqambNwRfu8DAwPB4/FY9SzgfxXPJk6c+E0RDwJ+VJ8qeOYePXqEdevWsWf81q1baNeuHdNkA0pXQ2VkZDB69Gh4eHhg7NixlZY/F1BeX1hYWIiIiAhWyXLhwoXQ0tLCpEmTMH/+fBQVFf2QfnXv3r0ICQnBjh07EBgYiKdPn8LAwADTp09HUFAQRowYAWNjY5HFhJpMMg8cOID+/fsDKHWwxMXFwcjICGZmZlBQUGCOZ21tbWhra8PKygpnz54V0dzYvXs3pKWlYWJigsDAQJHnZdSoUVBTU2O6cGfOnMHNmzexadMmREVFYc6cOVi+fLlIoZhv4dy5c5CRkcGhQ4dw/vz5cjXbKqtcVhnC9p27uzsiIiLQoEED5oDLycnB1q1bv8vJLHguJkyYIBLR9fnzZ/B4vG9e4BQgvBB55coVNGzYkEXrpKWlYfLkyRg5cmSNIhIqIj4+HkZGRtDV1YWKigouXbqEESNGQFxcHJaWliKLk9UlJSUFU6dOhZWVFXbu3MmiVxMSEqCvr19GlFj4Xnz9PkRGRsLCwoKluAlsiqysLFhZWaFTp05sHHZycoKCggLCw8NhamrK0qNq6sQuKirCxo0bkZ6ejhkzZsDMzAxbt25Ffn4+IiMjcf36dSxdurTG6Z8VoaysDF1dXTg6OiIlJQUPHz5EVlYWPn78iP79+3+zYxYodUy5u7tj+vTpZao3KyoqiqRB11Sq4WtmzpyJjh07sndXsCAlnBlRXYTnVj9zbBPw8uVLbNy4ERoaGmwxPzY2FvLy8nj58iWOHz9eoSxASUkJzp8/j927d+P06dNwd3dHdHQ0CgsLcfToUaipqaFr167o0aMH5OXlsWTJEjx+/JjptcrJyX1zfweUOqYEMh+BgYHYvXs3pk+fjhMnTiA1NRUyMjIYMGCASNGC8hBEpAcHB8PDwwP6+vp49+4drK2tMWzYMAClC5kjRoxgmQIGBgasj5CQkCjjmBJGULX0wYMHbK6QmZn5Ux3MHFXDOaV+M4KOV1CNQKAxUBOHVHmT0dTUVNy6dQv5+fkYP3481q5di8DAQHTt2pWVh923bx+0tLQAVB3OWplT52d30gLHlLW1NRP+Fb5OFVFQUFCupkV55zBlyhR07txZpOpNUVERVq9eXWkal+D4nz59EhGMFZCWlsZCUxMTE9GxY0csWLAAr1+/ho2NDezt7avMya8MPp+PDx8+QFFREa6urvDw8GCpEW5ubpgzZw6Ki4srXSXIyspiVZOMjY2xfft2ZGRkgM/nY/369bh37x5L5Tt8+DBLSVBSUqqWCGJNSU5ORqtWrUQml9UxhIR1yISNiLy8PNbOxMREqKqqYvXq1ZgyZQpu3LiBgwcPlqu/URNKSkrA5/NhYWGBtWvXYs+ePWjXrh3i4+NFnHzfk3MuMEJWrlyJ8ePHw8nJCXZ2dkhISEDnzp3ZJPd7ETwXS5YsAY/HY4Z3dHR0jR1SwixdulRkgrR69WoWmfh1tI1wO2ra9g8fPkBHRwcPHz6En58f7O3tERISgtWrVyM5ORmNGjX6bmfwo0ePcPnyZaSlpUFVVRXm5uaYO3dulddGMHErr38XVHl59+4dFBUV4efnh0ePHrE0q7S0NFaZ63sN9sqwtraGhIREmZQ04RRfgVjo1xNR4XHE2dkZKioq+Pz5s8j3d+7cqTSK6Vf2qXFxcRATE2P6LMK6Eq1atYK/vz+sra1ZyekbN27A3d0d6urqla6OCus/CV8T4ajUvLw8hIeHQ11dHenp6fDy8kKfPn1w4sQJjBw58puKOghz6tQpXLp0CcePH8fo0aMhIyPDhLWTkpIgJycnoiNW02dKOFVQcD/5fD6+fPmC2NhYREZGwtbWFpcuXUJxcXGZ9Ibdu3dDXl4eW7duRWRkJLS1teHq6oqbN2/i/PnzmDt3LpKTk7F//36oqanh0KFDTNhZTU0NBw4cQHZ2NptAfc87ceHCBVa+/ODBg+jevTurzPojSE9PR5cuXXD16lXs2bMHTZs2ZdG13zPJB/533pMmTYK5uTnb59GjR9GrV68fVppccBwtLS2RKrVz585F3bp1y1QJrikZGRkwMDCAmZkZHB0dkZWVhbVr18LBwQHp6enflaacmpoKf39/jBgxgtmpHz9+hKamJlskqmz8yc3NZY7E169fIzc3F66uriyCDiidRJuamsLc3Bz9+/dHz5492efr1q2DtbV1jaOLBQi/O7NmzcLgwYOxevVqSEpK4ubNm5g/fz6rEPit74Hg/EePHo1hw4Zh5syZcHJyYlGNc+fORf/+/csVfK8JiYmJcHNzw5QpU5gsiZWVFYvAE25LTRBu05QpUyAlJSWSPl9UVAQpKSm4u7tXuI/ynjFB3yY8Zn3r2Fadc8jIyGDFoQQFnAQLzXZ2dtVKyZ09ezY6dOiAoKAgREdHIy8vj2XCvH79GhcuXMDOnTvRrl07iIuLQ0VFBT179sTOnTvRrVu37xbrzsvLw+HDhzFhwgRs2LABGRkZUFNTw8qVK+Hs7Izg4OBKbeGsrCwYGxuLVLN1c3ODvr4+Pn/+jBEjRsDW1hapqamQlJSEhoYGVq5cCQ0NDZGiWhXJJ5SUlGDbtm0wNzcvUwwgKysLlpaWP8XBzFE1nFPqD+DLly9Mk6Y6A69w5ztjxgzweDxWDrSgoIC9iJmZmVi4cCGUlJQgJyfHtJ8GDBiA9u3b4/nz5yKpWl+Tk5Mj0oF/3TbhgeNnddICBI4pW1tbkSp4lQ2Oz549g4SEBHR0dODm5oYrV67g0aNHyMjIQHx8fJmIgzFjxrAy4tUdFAXHnzdvHjQ0NACUrlB/fa2ePXsGKSkpkUnAq1evIC0tLVJ94ls5duwYnj9/js2bN2Ps2LGIjo7GjBkzEB0dXe65CNqdl5cHNTU1jB8/HkCpI8LQ0BDr169HXl6eyMRj3rx54PF4GD16NABARkbmh1UBE1BcXIydO3eyCi/VRdDOq1evQkxMjGmRCD8fz58/R/fu3REVFYWcnBzUr18flpaWcHZ2RlBQ0A8x3qOiolhVx6ioKHTo0IFpw30vwvdx6tSpaNmyJc6ePYvU1FR06tTphx1HmLlz56J169bw8PCAurr6NzukgLLvakREBIty+NFOlszMTJw9exb9+vXD3bt3MWTIEBw4cABJSUk/LNQ6OTkZffr0QWxsLF6+fImJEydWWgr4zp07UFRUxMWLF6vc99OnT9GrVy+0aNGCVZ7y9PRkk86fRWhoKJo3b15m8lRSUoK9e/fiyZMneP36dbnOonfv3olEAebn52PMmDGYN29ehVX9yuNn9ql5eXksEuLBgwcQFxdnTj/BsQXvmaByUK1atUSiZXNycipdaMnOzoa4uLjIhLW8aNuCggI4Ozuzccje3h7jxo1DnTp1YGdnV+H+v4UtW7ZAT08PL1++RFFREQwNDeHk5MS+/573T/Dbr8cZb2/vCo+xZcsWiIuLY8WKFTh69Cj8/f0xePBgjB49GkZGRlBSUhIZnwVC/+fOncO7d+9w+fLlSm2Xb+H8+fPMab5kyRIoKCj8UAfwqVOn2MLC+vXr0axZsxpH/1aGj48PS20RIOwE/1H07t2bRW4CpYsk0dHR373fhIQEjBs3TiQCpKbaf5WRmpqKKVOmYMSIEbh8+TLOnTsHRUXFClOHgP9dt1u3bkFZWRkhISEAAA8PDwwePLhMalNmZiZGjBiBv/76i0VKC/heO1j4Hs6ePRvGxsZo1aoVnjx5gj179ogsCn8PS5cuxeTJk3Hq1Cl4e3vDxcUFjx49wooVK6o1dlWHpKQkuLm5ISAgAAYGBiK6sd/rpH38+DE6d+7MxOkFjrpz585BQ0ODnYPw9RR+D4Xv0/z586GhocHGHkHbvnVsqy6JiYmwsbHBjh07sGnTJjRs2BAzZszAqlWrqh0tqKWlxaqhXrx4EfXq1cOUKVMA/O/cg4ODMWvWLGRnZyM5ORnp6elwcHCo1I6pLpmZmVi+fDk8PT3Z+Ofs7Aw1NbVKF1yysrJgZGQELy8vnDx5ki3Cvnz5Evb29ujfvz/S09NhbW0NHo+HZcuW4cqVK7hy5QrU1NQwf/78Kp+hJ0+eYMqUKSxDIyoqSuQZ+JkOZo7K4ZxSfwiJiYnVGoALCwvZ4DN79mwMGjQIx44dQ7t27bBx40bw+Xz07t0bd+/eRUZGBvbs2cNWPLy8vODk5AR/f38cOHCgyjSQlJQU1KtXT0TIvCLH1M/upIHSSaCLiwusra2rjAoRTBrS09OxevVqJsbduXNnyMnJoX79+vD398fnz59ZB33y5EmYm5uzFb+qDLnCwkLY2dnh9OnTWLx4Mc6fP4+SkhL0799fZDXjzZs3aN68uUjZb6A0wo3H4zEnxvcgvJK2fv162NnZYe3ateWmognO68uXL0wscfTo0cwJNGrUKOjo6CAtLQ3A/+7xyZMnoaenx4y48PDw7wrzrYjExEQsXry4WttmZ2ezc7969SqaNWvGBPUFZW0F5ObmMn2tGzduIDw8HJ6enuDxeD9sxeNrgf05c+agc+fOlRq+NSUvLw/+/v4shaCoqKjSMrffS3BwMJo0afLDnDmC52/u3LlMB+NnRP68efMGixcvxuLFi2FkZPTD9//lyxeRinRVrS4+evQInp6eMDQ0xNGjR3H69GlMnz4dO3fuxKFDh3Dv3r0yVcpkZWWZ9lBsbGy1+6ZvISwsrFwNKQEjR47EnDlzcP36dYiLi8Pb2xu6uroYPnw4jIyM0K9fP+zYsUPkHVi2bFmNUsR/dp/q6uqKfv364ciRI2jTpo1I8Y3CwkKRSCag1JHYqFEjPH/+vEYLRm/fvoWcnBz69++P8+fPo3///uyft7c3i6QSbH/kyBGWJjtnzhzmOPve+yz8e4EQuYaGhoie1fdOAitCuKqvcDsePHiAJk2aQEFBAfb29pg4cSIcHR0RGxsLHx8ftGvXDocOHcLhw4exdu1a1r79+/ejZ8+e2LBhQ4WFTL4X4f0KL7D9SATX4nsji77mxIkTLLXkZ9hfQGk0U48ePUSiEYAf1x99+vSpSu2X70HYMSVcjKeq/a9fvx7Pnz+Hqakp06HMz8/HhAkTmAaiwA7JysqCoaHhT9GZEW6nn58fOnToUKPFu+qQn5/P3rnr16/D0dERLi4uP2RxWZikpCTY2dlBRkaG2ZE/qi8SLI58/R68evWqTMRmfn4+hg8fzrJGBKxZswZiYmJYt25duceo6dhWU5KTk2FjYwM5OTkmPVAZ58+fx/Xr1wGUOqMFaXM7d+5Eq1atoKWlhYULF6KgoIDps65btw4qKioi0WDfIrNSEampqRg+fDgCAwORnZ2N5s2b48qVKxVuX1hYCD09PZiamgIoHX9bt26Nbt26ASjt46ysrGBoaIhPnz4xrVYBe/bsYfOWisjPz4e/vz9LdXZ1dYWYmBj69Okj8rz8TAczR8VwTql/EHw+H3fu3MHIkSOhp6eH/v37o6ioCJ6enujbty+6du0KBwcH5h0X5t69exg3bhwTL66MgoICNtC9f/8ekpKSbPIIVGzwLF269Kd20kBpxJSLiwsGDRpUoWPqxYsXmDNnThknX0ZGBt6/f4+EhAScPn26jO5LVlYWevToIbJyXhlpaWkICQmBpqYmqzp39epVyMvLi6Rv3LlzRySyQJDq9fTpU2zYsEEkvet7EDZYNm/eXK7RK1xBrE2bNti3bx8+fvyIPn36wMHBAWvWrEGXLl2YFhhQer8zMzOxbNkyBAQE/FAHS1VUZiwWFRXBzs4OM2bMwL1799C8eXOm65Obm4uePXsykeCvn1lDQ0NWrebkyZM/3IgXbvf3aJKVR25uLnbt2sW05342hYWFP+UcbGxsmEjlz0KQIjVq1CgUFhb+FGdOVfsU/v7ixYtYsGAB9PX1YW1tDQ8PD/Tr1w+SkpIYNWoUSzsTGOerV6+Gv7//T0/ZmzZtGng8XqUTKXd3d6xZswbv37+HoqIijh49itjYWMTHx8PExISVbQf+Z7SlpqZCXV29jH5IRfyKPrV///74+++/UadOHWzatElEbF8YwTlUN+VWeAHg/Pnz+PjxIzQ0NNC7d2/cvn0bR48exdSpU+Hj44NVq1axwhJFRUWYOHGiyET/RzqKhJ8bfX199OnT56ccR5ijR4+yKA5hvl4IGzx4MNTU1LBnzx4sXrwYysrKuHPnDsLDw1G/fn0R4XqgtEqft7f3T2nzr+Jnvse/gvj4eHZff9a5/MxrlJqaiqlTp2LEiBHMUVsehYWFWL9+PQICApjDYuTIkWjWrBnTPQwODmaLQ8D/FkN/5qT16wIuVVXx/V6uXr36QyPWhHn+/DkmTJjw0xzA1aGkpASXL19mqaMAsHXrVtSqVYsthJT3PKampkJNTa3aY9u3sGvXLujr6zNnU2X9dUhICGxtbbFjxw506NAB06dPR/v27SEhIYHz58/jwYMH6N+/Pzp37sw0ec+ePQsFBYWfNg4ApYsQguqsVem1fvjwAcHBwRgzZgwuXLgAf39/mJiYwNraGh06dMDs2bNRUFAAb29v6Onp4cOHDxg+fHiNNEL9/PxYYaBJkyZh4MCB4PP5cHR0xLx58wD8b77wMx3MHOXDOaX+gSgrK8PGxgZFRUVwd3fHiBEjAJSGa7Zu3RqdOnVi2wprPdy8eRP+/v54+/ZthYN+Xl4e+vbtCw8PD7Z6kZaWBklJSZHUka89ykDp5FsQYv8zSUxMhL29fYVROtevX4ecnByLKKuswxVcB8F1unfvXo3SoAoLC7Fq1SqoqKhg69atmDx5MtatW4ecnBzExcWVMU5+ZucPVG7MFRcXs1K/ampqcHFxQXZ2NoYOHYrDhw/DzMwM0tLSePLkCWJiYpj+iIDXr1//0HSD76WoqAgLFy5E3759Ub9+fTRu3Jg53aSlpUWiAQAwbYQvX75g5syZP0SQ8nfxs5+jn43AwV6V2OWP4Pbt2yyU/1dz6tQpnDlzBkBpZNjAgQOxa9cuLFiwAHp6eqxdOTk5ePToUZkIEIHA7M+kuLgYGzduLGN4FRUVYdOmTXB0dER0dDS2bNnCjGMPDw+mt7BhwwYoKyujdevWIgLtgnN5/PhxjRzvP6NPFYxXL1++RLt27cDj8dCxY0e4urqiY8eOcHBwgL29PaKiohAeHs7EwHNzc6tVaerevXssVW369Ong8Xjw9fXFx48f0b17d5HV3PLIy8v7adEtAlJTU+Hp6Vmhhs6P4tOnT/Dx8WGpTgKePHkCU1NT7Nu3D1OmTMHBgwfx5s0bWFhYQE9PD/Ly8rh37x6OHz+Ov//+G2/evMGwYcOY0/BHpJRwcACl78KYMWMQGRlZ5jvBe37lyhV07twZXbt2xadPnxAcHAxHR0fw+XwYGxvDw8MD27dvh7i4OFsg3bx58zdVdq0pv2L8/1XO068jl34HAntEV1cX3bt3R61atZhtUtl1ePjw4Q9bVC6P3Nxc3L17t9qOx/Pnz6N3797M6RQTE8PG9V27dqFFixYYMGAAS587efIkjIyMRCK+fwYLFy6s1AGcmpqKlJQUpKamIjc3F8uWLcOYMWPg5+cHANDT00NwcDDevXsHTU1NXL16FVOnToWuri7evXtXZbSgsM1ga2sLLS0teHt7Q0pKis1X9+zZA2dnZ7atwH752eMyhyg8ACCOfwwRERF08OBBOn/+PHl6etKHDx8oJiaGTE1NSV5enuTl5cnJyYlWr15No0ePJiKikpISql27NgGgnJwcatiwYaXHmDVrFm3ZsoWcnZ3J1taWWrZsSR8/fiR1dXVSUlKivXv3EhFRcXExFRcXU3BwMMnKytLYsWPp8ePH1K5dO2rSpMlPvQ6FhYX0119/Vfi9k5MT1atXj5YuXUrFxcV07NgxGjRoENWqVYtycnLo9OnTJC8vT82aNaNmzZqx3xUVFZGYmFiF+83KyqL9+/eTtrY2rVu3jurVq0dFRUVUt25dmj17Ni1atIgcHR3p9evXpKKiQjExMWRgYMB+L7gXv4Pc3Fzy9fWlNWvW0IABAyg+Pp5atGhB48aNIxMTE8rNzSVZWVk6ePAgBQYG0osXLygsLIx8fHx+S3srQ3AdT5w4QSYmJjRlyhRq2bIlHT58mF68eEF9+/alzZs3s+2jo6PJ2dmZnj9/TpKSkuxzAMTj8X7HKXD8B4iOjqaTJ09S48aNae/evdSvXz8yNjYmIyMjWrFiBd26dYtmzJhBOjo6v/VZLO/YWVlZtHbtWkpJSSFlZWUyMzOj+vXrE4/HI1dXVzIxMaGUlBTasGEDxcbGEgCSlZUlBwcHCg8Pr/axf3afKvg+Pj6eDAwMaMiQIXTy5Elq1KgR6ejokKWlJeXn59Pp06eJiOjWrVskISFBJiYmZGtrW61zyM/PJx0dHfry5Qvx+XyaOXMmnThxgiZOnEiSkpLUq1cvUlJSogMHDhBR1ePMz+JXPGPv378nX19fmjp1KvXo0UPku7Vr19LKlSvp/fv3dOTIEVJQUKDo6Gjy8vKihw8f0oMHD2jbtm308eNHkpOTo7i4OOrSpQu9efOGVFRUavRccXBURnp6uojt9zUhISF08OBBUlFRoeTkZOrUqROtWLGC5s6dS05OThQVFUXp6ekUExND06ZNIysrKzp9+jStWLGCTp8+TX///fcvPBuO7wUA3b17l/z9/SktLY3u3r1LRKXznDp16ohsO2XKFFJXVycLC4vf0VRGZmYmzZ8/nzIyMsjAwIAWLlxIAGjChAk0YMAAGjt2LCkpKZGTkxPZ29uTtLQ0iYmJ0V9//UUjRowgFRUVKiwsJDExsZ86LlQ17kyaNInOnj1L2dnZdOjQIWrUqBEdOXKETp8+TR06dKAuXbrQsGHDyNramjp06ECxsbG0b98+2rRpE6Wnp9OWLVsqtAGKi4vJ29ubFBQU2BxgwYIFtGXLFrK1taU6deoQj8ej4OBg0tDQoIiICBo6dCgR/d752n+W3+QM4/gGiouLoaOjwwRBraysAACDBg1CQEAAioqKoKSkBCMjI3Tv3l1EL6M63l7h1ZfIyEh0794dGzZsYBXp0tLSICUlJRIxVVRUhNDQUEhLS//0Ff3qIDiHJUuWsDTGFy9eoFu3bkxnRFClSVpaGkpKSpgwYQKWLl1ardWn48ePo0OHDiguLsbatWvRsmVLDBw4ECUlJcjKysK2bdtw6dIl3L59m62c8/l8BAQE/DQdjJqwefNmDBs2DNnZ2ZCSkkKDBg0wbdo0tGrVCtHR0Vi6dCn09fVRUlLCRHe/XvH+3QhWri5evAhxcXHweDzk5+cjISEBzZs3R+vWrUUiY7Zv344WLVr8snQ3Dg4BT58+hZaWFuTk5ACUplt07twZr1+/xufPnxEQEAA9PT0WgfSnpfZ8rZMl6MN8fHwwbNgwSElJiYiWpqSkgMfjISAgoNrH+BV96vXr19GmTRssWbIEQGnazerVq2Fubg4LCwuWjnTr1q0atR3439gaExMDOTk59reNjQ1cXV0BVB1t/G/j6+dG8FzPmjULTZs2hZWVFa5evYqTJ0/C19cXV69exebNm8Hj8aCpqQmgVMfH3Nwcnp6eCA8PR1JSEqflwfHDKa/PPXLkCAYMGIDc3FyMGzcOioqKuH79OgYPHgxPT0+2XW5uLpycnFCvXj0oKSlBQUEBkpKSIlWcOf5cvr73JSUlLGJKWIpEuN8JDw9HrVq1RCQufhdJSUkICAiAh4cHLl26hGvXruHw4cNwdnZGhw4doK2tDT8/Pzg4OLAIvitXrsDT0xM+Pj5V6i/9Sj58+IDLly+zFL/MzEysWLEC9vb2OHToELy8vDBu3Di8evUKzZo1Q1xcHGbNmgUlJaVKdbA+f/6MDRs2wNLSEhYWFti7dy+Kiorg4+MDeXl53L9/HyYmJnB3d0evXr1gYGCAjRs3ws3NDZMnT/5hBQQ4qket3+0U46geAFhkSL169ejChQsUGhpKpqampKqqSn5+fqSmpkb3798nS0tLioyMpLVr11JkZCQRUbW8vbVq1aKSkhIiIpowYQI5OztTaGgonTt3joiIWrZsSdevX6e4uDgaPnw4ERHVqVOH3rx5Q/Xr1680culXUatW6SNtbm5OycnJ9ObNG2rRogVJSEjQkydPiIioXbt2tHXrVnJ0dKR69erRq1ev6MuXL+y3FcHn80lSUpKUlJSodu3adPPmTXJ3d6cDBw7QqlWrKC4ujlJSUigwMJCmTZtGsrKyVFJSQnl5eXTkyBG6dOnSTz//8iguLmb/79u3L+Xk5JC2tjZZWlqSrKws1a9fn+Li4ig5OZmOHTtGhw4dotmzZ1NOTg6dPXuWQkND6cSJE7+l7eXB4/Ho4sWLZGJiQgsWLKBVq1ZRamoqmZmZkZqaGnl4eJCrqyvFx8fTsWPHyNXVlVasWEGjRo0ilKYs/+5T4PiXI+hHu3btSn369CEFBQUiIhoyZAgNGjSIQkNDqVmzZuTg4EDa2trk7+9PN27cIB6P91ufz6+PLVjtd3d3Jw8PD1q2bBkRlUZdNmnShHr37k1z585l20+YMIGMjIxo79699P79+yrP5Wf3qSUlJcTn82nChAk0YcIE8vDwYMc9efIk7d27l/h8Pk2fPp3Wrl1LBgYGpKqqWq1rxefzieh/Y6usrCx9+fKFcnJyiM/nU2BgIO3YsYNu375NLVu2pBs3boiMnYLo5X8jX0eJ8Hg8Ki4uJmlpaUpKSiITExMKDw+n8ePHk52dHVvNjo+PJwkJCVqyZAkpKipSfn4+9erViwICAkhSUrJMxAIHx/dSXgTHwIEDad++fRQYGEg5OTnUunVrGjZsGCUmJtKkSZOoR48etHPnTqpXrx6ZmZmRpaUlXblyhfbt20fHjx+nevXq/YYz4agM4b728ePH5Ubv1KpVi5SVlWnRokWUlZVFZmZmRESs35k5cyYtWLCAbt++Xe1x4mciKSlJ4eHhtGTJEtLS0qKePXuSnp4e6enpkZqaGk2aNIn69u1LTZo0oQcPHhARUZ8+fahZs2Z04MABkbnB70JwX1q0aEGampr06NEjCggIoLy8PBo5ciQpKirSqVOniMfjUa1atUhXV5fWr19PioqKdOHCBZo0aRLVr1+/wv03a9aMdHR0qHnz5vTixQt68+YN1alTh+bPn08qKio0Y8YMOnr0KE2ZMoUMDAzozJkzdOHCBcrOzqZ27dpR27Ztf9Wl4CDiIqX+VIQ9+IJVR4G3Pi8vDwMHDkT79u3h5uaGL1++oEuXLnB3dxcpVent7Q0tLa1KvchZWVkIDQ1FcnIy+0x4BXfatGlo2LAhkpKS2GeCiCltbW04Ojqibt26VVbD+5WUlJQgJSUF4uLiLJ/6xIkT6NevHxOtPXnyJFq3bs284IK89q9XTr7+u7i4GIMGDUL37t2Zlle/fv2goKCAoKAgXLt2DWvXrkWjRo1YDnV0dDTatm37y/WYvtbg2LNnD/h8PlxdXTFnzhzk5uaie/fuePbsGbZt24Z+/fohJycHoaGhTNjeyclJROT+dyB8DwTP9rx587B8+XIApeKjderUYVEIb968QUhICOTk5NCoUSNWOUMghszB8bMQ7icFUTwPHz7E2LFjcfXqVYSEhEBbWxvKyspsu+fPn2PatGno27fvT9fjqwzhd2PFihWsctqbN29ga2uL8PBw1r558+bhzp07ePXqFWxsbDB+/HiYmJjA1ta2RscBfmyfKrxv4f8L7oXgs0+fPqFfv35sbNXS0kK9evWwYMGCalwp0ajiuLg4tv9x48Zh+fLlMDMzg7a2dplKgIKx8+tKT/8VhK/b3Llz0aVLF+zcuRMxMTFYs2YN3N3dwePxUKtWLWzYsAFeXl5/lI4hx78XwbP5/PlzAMCOHTvg7OwMoLQ4goeHB5YtW4ZmzZohKioKz549g6+vLyIjI3+7jcRRfSZMmICRI0dWGmXL5/Nx+/Zt6OnpMVHsiIiISqvT/m5CQ0MhIyMDV1dXpKamYu7cuZg4cSIuXLiAEydOwNHRkUUBL1u2DHPmzPnjonUPHDiAOnXqwMzMDOHh4fj8+TPu37+PGTNmYPny5di+fbtI9b7U1NRybfq0tDTs2LEDQOl7vX//fgQHB8PIyAjq6upQU1NDt27dcOrUKQwbNoxFPyYkJGD48OG/5Fw5yodzSv2hCJwkwcHBmDhxIvLy8pCUlMRewKysLNjZ2WHw4MGQkJBASEgIkpOT0b59ezx8+BB3796FpKSkSArf12RnZ0NPTw/t27dHRESEiPEnbDza2NjA0NBQRBj68+fPMDIyYtVyfidfT0T4fD5yc3MhKyuLs2fPAiitGCMtLY28vDzEx8dDXFycVWarzn6PHDmCmzdvori4GFJSUjAxMQEAmJqaYs6cOTh+/DikpaXh7++Pq1evIjo6moWEqqmpIT4+/sefeCUUFBTA19cXs2bNAlDqoJSUlBQJQ87JyYGsrCwmT54MHo+Ht2/fYtasWbCwsACfzxdJEQV+j7i28D2YNGlSuaVxVVRU0L9/f5EBdvHixfj777+hrKzMjEzOIcXxM9m8eTNkZGQwf/58kc8/fPiArl27wsvLC/Pnz8ekSZMgLS3N+iagtCqZg4NDmeICvwrhd8PNzQ08Hg99+/bF/v37y2x77949REdHAyjtZx4+fAhzc3PUr1+fbVORsfsz+1ThfU+dOhW9evVi4+jXiw7p6eno3Lkzrl+/jgsXLqBly5bQ0NCAgYEB7t69W+2+YurUqejWrRur+jlhwgQMHz4cL1++xMOHDzFt2jTmaBNMgp4/f/6PryD3PQiurYaGBlq3bg1PT0/ExMTg48ePSEpKwuHDhxEeHg6gNPX+Z1cX4+AQ9FeXL18Gj8fD/fv3mRxFUFAQOnXqBD09PfTu3RuGhobo3LkzunTpguvXr2Pz5s1sUsvZGH8e+fn57P9+fn6QlJQstzL11whS+YyNjSEhIfFHO6SAUofO8ePHWRvT09MxZcoUVinyxo0bsLCwYIvVlQUr/A4KCgowd+5cXLx4EXfv3oWnpyfmzp2LYcOGQV9fH7Kysnjw4AGAyqtbZmRkoEuXLiKyI+np6cjMzMSpU6fA4/GgpqaGwYMHIzs7GykpKbCzs0NcXBz2798PbW1t9jvuff71cE6pPxQ7OztISEhg6NChsLGxQZcuXTB+/HgA/zOwHz9+DB6PxyYymzZtgq+vL4DSl+nUqVMVGnTZ2dnQ1NTEtGnTcO/ePdjZ2SEgIACvXr1i2wgG6vPnz6NPnz44ffo0ANEO4WdWnqgOgmuRmppaptyoiYmJiONpzJgx8PDwgI6ODnPWVNTpCH8+bdo01KtXD56ennjz5g0SExPx8eNHODo6QkdHB/n5+VBXV4efnx/GjRuHyZMn4+LFi1i3bh2kpKRw//79H33aVZKbm4ugoCBMnjwZPj4+6Ny5Myvr+/nzZ/D5fNy/fx8BAQH49OkT5OTk0K1bNxZt9Kc5pIKCgqChoYG8vDw2MAmIjY0VMRZiYmLQrFkzLFu2DP7+/jA0NEROTg43wHD8NLZs2QIZGRksWLAA/fv3x/r169l3nz59gpmZGdMtAgBDQ8MyVZqqqiDzsxB+L1xcXNCmTRucPXsW/v7+GDhwIA4dOiSy/fXr19G5c2fcvHkTQGnfcPfuXTg4OODjx48V9hU/s08V3re/vz9kZGQwcOBAaGlpsTFCMJ4Jth0yZAg2bNgAU1NT7N69GwAwbNgwkahhYZKTkzF79mw2/nl6eqJFixawtbXF4MGDsWXLFmzYsEEk2m3Hjh1lqoBW1O7/EoWFhThy5AgSExMRGRkJW1tbxMTEICcnB9OmTWMLIxwcPxPhhdarV6+iVatWmDNnDoD/2Zbp6elISEhA06ZNsX37dhQUFEBeXp5Vub59+zZevHjxq5vOUQ0KCgoQEREBIyMj+Pr6QkpKSmROlJ+fj9jY2EozJJydndGuXbufXqHuRxISEgJTU1MAgJKSEpYuXYpz586hS5cuv83OqA7C0WuHDx+Gj48POnbsiNjYWPj6+mLUqFFVOqS6desGFxcXJCcnY+LEifjw4YPIIpmtrS3Gjx8PJycnNj8cMmQIlixZgn379mHgwIEoLi7mxp/fBOeU+kMRiE+7uLjAz88PXbp0QWBgIIDSDvPdu3fg8Xjw9/dnv9HS0sKiRYuq3HdRURHmzJmD3r174/Dhw5g3bx6WLFmCRYsWiaSfCKOhoQE3Nzf29+8sSX/gwAGRSd+9e/cgKSkJV1dXVmY+PT29jIifo6MjWrRoAU9Pz2obEaGhoVBRUcHRo0dhb2+PyZMnIz4+Hnw+H6GhoXB2dkbr1q2xbds2pKWloWnTprC1tUVQUBBycnJEjJ5fzZMnT8Dj8aCqqsqEN3fv3o0JEyYwJ47AkZeTkwN9fX1YWFhg5MiRv90hVVxczNoYGBjIJpe+vr6wtrau8Hfbt29Hs2bN2CTzyZMnzBnHwfEzEAg0L1myBKtWrYKkpCSGDRvGJjfA/xxOAkPH3Nwcy5YtA1A2quhXGkPCx3J3d4e4uDhbSb116xZcXV1hZWWFU6dOifxu0aJFcHR0RGZmJoDSPkJ4RboyfmafOnXqVMjIyODTp08ASg3QPn36lFve2cLCAlFRUSILKxVd+5KSEpw/fx56enps9VlcXJyl/3l5eWH48OEsgkzArl27WKre7xwz/3TWrl0LW1tbnDx5Enfu3KnQMcjB8aMoLi6GtrY2tm3bhsTERDRr1gwrVqwAULqop6CggNjYWLb94cOH8eHDB/j5+WHZsmUYNmwYevbs+celQHGIkp6ejsaNG6Nbt25YsWIF6+8LCwshLS2N6dOnV/jbsLAwNG/eHPfu3ftVzf0h5OTkwNjYGPv27cP27dsxfvx4PHv2rML53Z+E8Bh84sQJqKqqYvny5Vi+fDmGDBnCnMVfk5WVBTk5OUyYMAEAcObMGfB4PCYtI3Bm+fn5QV9fHwcPHoSlpSWOHDmCtWvXwtzcHOvWrUNCQsJPPkOOyuCcUn8Iwi/i4cOHMX78eJSUlKBjx46QlpbG58+f0bNnT2zZsoWFngprVWzevJlVm6uM7OxsTJs2DTNnzsTKlSsxd+5cWFtbw9vbG0+ePIGTkxOmTJmCM2fOAPifIR0aGopBgwaVaeuv5tOnT7C3t4eCggJu3bqFpKQk1K9fHyYmJhg1ahTGjx+P9u3bQ09PDyYmJrh06RIzGnx8fKCgoMAcFuUhfG6xsbGQlJRkqRnx8fGwsrKCi4sLcnJy8PHjR0RFRWHo0KGYN28epKWlcf78eWzduhXq6upMv+pXkZKSgsWLF+PZs2cASjU7unXrhqdPn8LDwwO9evXC33//DUNDQ8TExLDfCTrrnJwcdO7cWaTqyO+aSGVnZ6Nnz55o27Yt+vXrh4KCAkyZMoVp1ghHnQhYuXIlmjRpwrRwODh+NuvWrYOSkhJWr16Nrl27okuXLsjPz4erqysmTpyIFy9eICQkhPUFgvdpyJAhWLVqFYDf159+ne7G4/HKRMPevn0bY8aMgZOTEzIzM1n7L1++DD09vWo5D35VnzphwgTIyMiIRMxmZWWhQYMGUFZWFjFmv3z5wlaQy2tnZRgZGUFKSkpEs+/Tp08QExPDsGHDWAQZUPp89OnTB8C/u9retyJ8zZs2bfrb0lc5/pvMnDkTJiYmaNSoEVq0aME+l5aWZlHjgmc0LS0Nhw8fhrm5OXvHU1JSfn2jOark67GtR48euHDhAoKCguDm5obHjx+jT58+ZRY4hX8XGhqKli1b/tEpexVRXFyMhQsXIjAwECdPnkTbtm3/iOro1UX4PuzcuZPpNlakXZyZmQl5eXm0aNFCZF48YMAAlhUDlL6vBw4cQHh4OBISErBjxw7Y2trCwcEBhw4d4sboPwCu+t4fgqAKRFRUFKWnp9PKlSvJ1dWVVUro27cvKSkpUffu3enhw4e0e/dusrS0ZL+/dOkSKSsrU0lJSYUVfXJycqh///50/fp1KiwspI8fP5KYmBgZGxvTjRs3aNKkSdSlSxfS09MjXV1dmjt3Lr169YqIiMTExOjBgweUk5NTbrWSX0Xz5s3Jw8ODhg8fTl5eXtS9e3dasmQJHT16lHr06EHp6enk4+ND9vb2JCYmRhs3bmRV9VxcXGjJkiVkYWFBRGUrTUGoGkdwcDClpaWRu7s7Xbx4kY4cOULy8vL04MEDEhcXp/r161OLFi1oxIgRZGhoSFu3bqX+/ftT3759SVFRkbZv305Nmzb9pdemqKiI1q1bR+vWraNBgwbRmjVr6PLlyyQmJkY3btwgf39/+vDhAw0fPpyeP39Ob9++JaLSyiKFhYVUv359evr0KR08eJCISqtLVVWR8GfRoEEDcnd3p1atWtH+/fvJ09OTUlJSaPPmzTRkyBDq2bMnHTlyhG2fmppK69ato/Xr15OlpSVXZY/jpwKAkpKSaOzYsTR58mRq3LgxAaDmzZtTcHAwtW3blkxNTWn48OH05s0b1hfUqlWLUlJS6NGjR6xC0+/qTwXHdXV1pSVLlpCRkRGdP3+e7ty5w6oN9ezZk9TV1Wn//v0iFUo1NTWpffv2tG/fvkqP8av61OvXr9OzZ8/o/Pnz1KpVKyIqrbynr69PZmZmpKWlRS9fvmRtatKkCW3evJn69etX5np8jaCSIhGRr68v3bt3j65du0atW7cmIqLCwkLS09MjU1NT8vHxIXl5eSIqrVAYFxdH3bp1I6LqVcD9ryGoNvn+/XsaOnQo2dvb/+4mcfwHEFTObNasGR0/fpzc3NzIwMCABgwYQDIyMqSmpkZ79+4lotJndOXKlWRkZEQyMjLk4OBAvXr1IiLiKnP9oQj68oCAANq9ezdduHCBdHR0SFtbm7Kzs2nAgAHE5/MpKiqKiIiSk5Pp0qVLFBUVRUVFRbRixQoKCQmhU6dOkYqKyu88lW+idu3aZGFhQfPnz6dPnz5RXFwctWjR4nc3q9oIVyG2tLQkRUVFEhMTo549e5bZNisri9TU1EhdXZ2CgoLowIEDrOp8165d6cCBA0RE9OLFC+rQoQM9ffqUbGxsSEZGhvr370/a2toEgHr16sWN0X8Cv8cXxiGMQF8hIiICPB4PHTt2xK1btxAVFYX8/Hw4OzujVatWMDIywoULF2BsbAxra2umk3P16lU0atSo3OgRAZmZmTA0NISHhwc2b96Mbdu2YcKECVi0aBFevHiBVatWISgoiG0/bdo0KCsrs7SHmTNnQlxc/LeK4/H5fLZSv2fPHjRo0ABqamoiIakTJ06Eqakp0/X48OFDuSvg5VWAunz5MgBg1qxZkJaWBlAafTNy5EgMGTIE3bp1Y+J5wrnPX758QVRUFOzt7bFv374fdr41QdjDb2ZmBhUVFRF9MAErVqxA8+bN0b9/fyxYsACfPn0Cn8/H1q1b8fnzZ7bd74reEJzHy5cvERcXh/bt2yMyMhLTpk0DUHpukyZNwqZNmyAhIYHt27cjLS0NDx8+REBAAPh8PpcPzvHLWLVqFRo0aIAOHToAAAICAtChQwf4+PjAyMgIU6dOZdu+fPkSHz9+RF5eHqKjo/+IlIDRo0ejdevWyM/Px40bN2BmZgYvLy+m2ZSWlgZ5eXkWEg+UVn9dsmQJbt68KdJnfM3P7lOLioqQkZGBp0+fIiUlhaUSAqURaaqqqhg9erTIbwoKCnDkyBEcPny4+hfp//H09ETHjh1FoiOKi4vRrVu3civ28Pl8pKam4urVqzU+1n+RvLw8rt/m+OkInrFr166hbdu2aNeuHQDg6dOnaNCgAdq0aSOy/Y4dO9CsWTNs3Lix3P1w/JkIRM0zMjJEPldQUACPx0O9evXQvn17aGtrQ1JSEm3atIGrqytu3LiBAwcO4NGjR7+p5T+OJUuW4OjRo7+7GT+NDx8+QEZGBu7u7gBK57khISEYOnQoNm/ejGvXrmHDhg14+vQpOnTogNDQ0DL7SEtL++VZLRwVwzml/gCuXbsGR0dH3L17FwAwZ84cBAcHIy8vD4sWLcLEiRNx/fp1yMnJoV27diLlZzdt2oQvX75UmgfL5/NZWltBQQHGjh0Le3t7nDx5kqV6zZs3DwMHDgQAjB07lonkAaUi4gcPHsSaNWsqzOf9FQiMgLi4OIiLi8PLywsuLi7w9/fHy5cv2XbW1tbQ1NTE48ePy/y2IoqKiuDq6oqePXuCx+Nh3rx5mDx5MmxsbJCZmYmIiAhs374d2dnZ6NChA5SUlERS2969e4elS5f+dhFBPz8/dOrUCcnJyXBwcMCkSZPYd4sWLWIpOm/fvoWNjQ0iIiIgJSVVblW738GaNWugq6sLRUVFZGZmol+/fti6dSsKCgowZMgQODo6sm2jo6PRu3dvzJgxAxMmTICqqioSExN/Y+s5/gvcvXsXY8aMweLFi5lDt3HjxggMDER4eDgL+xcXF8fSpUsxffp0mJqaolevXujfvz8KCgp+q9acgFu3bkFfX1+k7zx27BjMzc3h5eWFBw8eIC8vDydPnmTfFxUVITAwEDweT6R/LY+f3afevXsXxsbG6NChA+zt7VkqYXFxMXR1dWFmZibSFj6fj/z8fCxYsABdu3at1KH2NbGxseDxeCIaM0VFRWUcUpWJsHJwcPwZXLlyBWJiYlixYgXCwsLw6tUrdOvWDSYmJjA3N2e28MGDB9G0aVPs2rULAOeI+icxePBgdOnShS125OTkQF1dHYqKipCXl4eDgwM8PDxw4cIFZGVl/XbbnaPmuLi4wMXFBSUlJez+5ebmsiriW7ZswZs3byApKSlSjY9L0/tz4ZxSfwj29vZQV1cHANy/fx8jR46EpqYmxo4di927d+PixYswNDREq1atYGlpCQBYvXo1eDxetapCxMfHw9HRERMmTMDp06cRGBiIvXv3YvDgwXjy5An27t2L3NxcLFy4EDweD+vWrQMAREZGYuLEiX9M+dBXr16Bx+MhMjISQKnRoKqqir1794ps169fP2hqalZ7v4WFhRg5ciTU1dVx6dIlSEtLQ05ODjdv3oSrqyvu3buH1NRUGBkZYc+ePejevTusrKxEJlG/W8g2IiICrVu3ZlonUlJSTD9r4cKF6NGjBwIDA2FjY4PXr1/j1q1baNCggUg0we82ut6/f4/du3fj6tWryM7OxuLFi5Gbmws9PT04ODiw7QSDSmxsLGbPno3+/ftDXFz8X7G6xfFnc+fOHbi6usLOzo4JXc+fPx8GBgY4cuQIdHV1wePxwOPx0KNHD4SFhcHFxQW7du2qUBPhd5CXl8ecY8KLDQLHlKenp4jjqaioCP7+/mjTpg3i4uKq3P/P6FO/7p/i4+ORmpqKjx8/igitjx07FgMGDGD6UsL7mTRpEhQVFWvkGExMTISfnx9MTU3x/PlzACjjkOIMXQ6OP5/CwkJ4e3szPTkzMzM0atSILfampqZiyJAhUFJSQtOmTVmkCZ/P/+32EUfVCN+jwYMHQ0VFBSkpKbCysmILFUpKSvD09ISbmxtCQkLw+vVrkd9y9/mfgeA+BQUFoWnTphg2bBhmzpyJlJQULFq0CCYmJmjWrJmImP3vnqdxVA4P4IRXfif4f82N3NxckpKSIm1tbdq9ezcNGDCAeDweWVpaUoMGDSghIYGOHz9OZ8+epeHDh9OTJ08oPT2djhw5Qurq6tU6VmJiIgUGBlKLFi0oJyeHlJSUqFatWtS6dWs6deoUZWZmUkFBAdWqVYsaNWpEUlJStGbNGpowYQL5+voyDZTfzcWLF6lPnz6UlpZGbdu2pZkzZ9LixYvp0aNHJC4uTkREX758IQkJCTp06BDp6elVa79nzpyhbdu2UcuWLWnfvn2UlJRERkZG1KZNG9LQ0KD169fTpEmTSFdXl4yMjCg/P5+aNGlCp0+fpkaNGv3EM64eycnJ1KRJE2rWrBklJiaSmpoaxcXF0cmTJ8nJyYnOnDlDenp6tHLlSjp+/Di9fPmSpKWladeuXUT0ezWkvgYAnTt3jh48eEDu7u504cIF6tu3LxGVarzUqlVLRAOmoKCAcnJyqHnz5r+ryRz/MYqKikhMTIxevHhBkpKS9OrVKxoxYgTp6uqSmJgYXbp0iXg8Hnl4eNDQoUN/d3OrBEL6T8ePH6dVq1ZR586dydHRkRQUFGjq1Km0fv16OnHiBCkpKVVrnz+yTxVu36xZs0hLS4s0NTVJTEyMDh06RDNnzqRx48aRs7MzEZVqZT179ozWr19PEhISRES0cuVKCg4OpmPHjpGqqmqNrs+rV69o7dq1dOnSJXry5AkZGhrSxo0biai0T+L0KDg4/hnk5eUxe1ZKSooUFRVp//797Ptly5aRj48PKSkp0c2bN4lItP/h+LMRtmWHDh1Kb968oejoaFJWViYiouHDh9OECROIiGjbtm1Ut25d8vX1pc6dO/+mFnN8D8nJyXTlyhWKj4+nbdu20aFDh4jH45G2tjZJSEjQtGnTaMSIEUT0Z81zOMrhNzrEOP4fgQ6Og4MDeDwey48FSjWShg8fLhJaunjxYrRo0QLx8fE1PlZCQgIuXLgAX19fBAQEAACuX7+O5s2bs4gZbW1t6OjoYPXq1WwF4U9A2MO9YMEC9OnTh61OGxoaYsOGDQBKr6evry80NDSQlZVV7f1//PgRCgoKsLCwwN27d9GjRw8kJCSgpKQEOjo6OHLkCBISEqCgoIBnz57h5MmTqFWrFt68efNjT/QHkJiYCC0tLUyePBldu3ZFYGAgFBUV8fbtWxQVFaF9+/YikUd/0upBTk4OwsPDISEhgcWLF6O4uJjpxZSXHvMntZ3j34dgNU7wnAlrHw0ePBiNGzfGvXv3MH/+fBbFGhQUhDFjxuDSpUvQ0NDA4sWLf33DvwHhFWJBxJS3tzfs7e0hLi5eYx2sH9mn5ubmAiiN+mzSpAm7D7GxsWjfvj08PDxgbW2NtWvXst8MHToUgwYNQmJiIhYsWIA2bdp8VzWlly9fwtPTE61atWJVcLmUPQ6Ofy7Lli0TsaVjYmLQrFkzLF++HHp6ehg8eDAXOfMPRNguHDBgAFRVVdnftra2WLhwIQBg69atGDdunEg1VY5/BhW9l2/fvoWUlBSmTp2KRYsWwdLSEitWrPjFreP4Fur8bqcYR2mlgdq1a5Orqyvx+XyKi4ujgQMH0rRp0+j169d08OBBSkhIoA4dOlCDBg0oLS2NTp8+zar81ISuXbuSjIwMqyxCRBQbG0vp6enUrFkzmjBhAj179owuXLhAMjIyP/I0vxth77aBgQFFRkbS7du3SU1NjZo0aUInT54kOzs7evPmDTVo0IBMTEzor7/+qvb+W7RoQTExMdSwYUOSkJCgNm3a0MePH8nOzo48PDyoW7duNHToUFq/fj0lJCTQpEmT6M6dO9S+ffufcbrfxc6dO+n9+/d09+5dMjc3p7CwMJKQkKB+/fpR/fr1qXfv3rRu3Toi+vNWDurXr0+Ojo40atQo6tSpE+Xk5JC2tjYtXLiQDAwMymz/J7Wd498F/n91PC0tjaZOnUrR0dFUWFhIYmJiZGdnRwUFBeTj40MuLi60d+9e8vb2pi9fvhCfzycxMTHS0tKi8ePHU1JS0u8+lWrB4/FYfzBgwAACQOPHjyciolOnTpGCgkKN9vej+tSEhARatmwZJSUl0fHjx2ngwIH0+PFjUlRUpM+fP9PRo0dJUVGRVq5cSUeOHKF69epRly5dyNjYmO7cuUOWlpb04sULOn369HdVU+rYsSM5OjrSly9faP78+RQUFERNmjT55v1xcHD8HgR9+8SJE1mlrx07dpCbmxutWbOGLCwsyMDAgOrWrctFSP0DqVWrFhvLjh07Rnp6emRhYUF79uyhWrVq0adPn4iIyMbGhoYMGUINGzb8zS3mqCnC76UgWjk5OZl0dHTI0dGRZsyYQZmZmZSZmUnbt28nAOTq6vobW8xRFZxT6g9CXl6egoKCSFpamuzs7CgiIoL2799PFy9eJGtraxo5ciSNGDGCmjZt+l3lPQsKCqhVq1ZkZWVFoaGhdOnSJRo0aBC1b9+ejh49Sn369KEOHTr8wDP78XTo0IGleKmpqdHgwYNp06ZNRETUvn17mj59OuXm5tbIKUVE1L17dyIiOn/+PD19+pQ2bNhAqampVFJSQmZmZrRlyxZKTU0lDw8P2rt3b7XTWH41Y8eOpf79+9ObN2/o9OnTtHjxYpowYQKFhYVR3759afXq1UT05zmkBLRp04aISg3HBg0aUM+ePen+/ftkYGDwx7aZ49+HwCE1duxYGjRoEKWmptKoUaPo+PHjNG7cONLR0SGi0nSQfv36UceOHWnIkCFUu3ZtkpKSIiIia2trqlu37u88jRpRq1YtNmG7efMmlZSUUGxsLOsba8r39KmCdoiJidGRI0eoQYMGdO3aNcrLy6N9+/ZR48aNydLSkm1vbm5OPB6PDh8+TDdv3iQHBwdas2YNXbt2jTp27Ejt2rX7votDRIqKiqSrq0tLliwhV1dXatKkCZfaw8HxD0P4feXxeLRmzRry9/en1atXk4WFBRERycjIcO/1Pxhhx9Tq1avJy8uL1q5dS4qKitSqVSu2HeeQ+udTu3ZtevbsGSkrK1NgYCAFBAQQEVHjxo1p4sSJxOfzadCgQb+5lRxV8rtCtDjKRzgc0cLCggmpmpmZ4fTp0z/sOEVFRfD19UWfPn3YZ5s3b4a6uvofUaq8OmzduhXR0dEAgKioKBgYGAD4MekUX758YZXcfHx80KZNG6xatQqHDh2CtLT0P+YaAaXpLW5ubmjbti2GDh3KPv8npb35+flBR0fndzeD4z/C69evkZiYiKdPn8LKygq6urpITEyEkZER/Pz8yv3NokWLULduXRgYGMDJyalM8YV/EiUlJZg6deo3pexVRE37VOGx8OnTp9i5cyfGjBkDAFi3bh3atGmDkydP4tatWyK/S0lJwfLly/HXX3+xFPUfhXCbtLS04OHh8UP3z8HB8et5+vQpmjZtii1btgDgRM3/jeTn52PevHmYOHEiUlJSfndzOH4CR44cQXh4OPu7pKSEzXP+SfOd/zKc0PkfiHAkyIgRIyghIYGGDBlCrq6u1LZt2x92nJs3b5KKigrVqVOHHj9+TNHR0dSlSxdyc3P7Ycf4mUBoddrMzIxKSkro8OHDP2z/wvfBz8+PYmJiCAAdPHjwj42QEkZwfUpKSqhTp05kZGRE69evJ6I/N0LqawTncPXqVRo3bhydPn2aRVFxcPwMANDmzZspLCyMmjRpQvLy8vTmzRv6/PkzNW3alAwNDemvv/4iT09PqlOnDhM8JyIKCQmhLVu20OPHj2scpfmnUFJSQlOnTqUVK1bQ5cuXSVFR8Yftu7p9KgDKz8+nevXq0bRp02jjxo20atUq2rJlC40aNYrc3Nxo5syZVFRURHfv3qVly5bRzZs3SVVVlWrVqkXx8fHk7u5O3t7eZGZm9kMjmQTnEBISQjdu3KBjx479kP1ycHD8HoqLi+nNmzfUuXNnlsrHRUj9+0hISGAFKvr168dFuP6L+afMcThE4dL3/kCEQ05jYmJo/PjxZG1t/UMdUkREvXv3JiKit2/f0tGjR+nTp0/k4+PzQ4/xMxEMJu/evSNxcXF2Pj9qoBG+D3PnzqWGDRuShYUF9ejR47v3/SsQ6MNERERQ7969/3EOKaL/3eOCggIqKCig1NRUzinF8dMQ9B2Wlpa0aNEimjNnDqmqqlL//v1JXFychgwZQklJSXTx4kUCQJMmTSIxMTEqLCykv/76i0JCQmqsZfenkZubS4WFhXTp0qUf6pAiqn6f+ujRIwoLC6P69evT5s2baf369WRiYkJXrlyh5cuX07JlyygtLY3OnTtHy5Yto9u3b9OyZctIQ0ODTExMSEFBgSIjI5k21Y+ceAj6TiUlJXr06NEP2y8HB8fvoU6dOiKV1zhHxb8TWVlZ2rRpE8nKyhIRd5//zfxT5jgconCRUn8wv8p5kJmZScuXL6ehQ4d+s27I7+bDhw9Up04dat68+Q/f9z/JiVMeX758oaZNmxLRP/tcXrx4Qc2bN+eEhTl+CgKH1Lt378jLy4tatGhBU6dOJTs7OyIqLSOtoaFBkydPppSUFFJVVSVfX1/q3r37P9oJVR7C0V8/g6r6oTNnzpChoSEZGBhQt27dKC8vj/h8PtOYU1BQoMOHD9PatWspKyuLQkJCKD8/n5Vw371797/unnBwcHBwcHBw/FvhnFIcRPTzJyEcvx8uVJmDo3I+ffpEI0aMoBYtWlB8fDw1adKEOUFq1apFd+/epZYtW9Lw4cPp06dPtGnTJjIyMqLQ0FB6/fo1SUhI/O5T+NcwYMAAGjp0KLm4uNCWLVsoPj6epKWlafz48SQpKUnPnz+n9+/fU2BgIL169Yo2bdpEx48fp/DwcLpy5YqIkC0HBwcHBwcHB8efyz8zZILjh8M5pP79cA4pDo6KKSwspHnz5tGIESMoJiaGGjVqRC1btiRbW1sqLi6mDRs20JcvX8jU1JR4PB5t3LiRpKWlKTQ0lCZMmMBpC/0g+Hw+ERFJSkpSUlISffjwgZKSksjMzIyePn1Kbdu2pTdv3tDkyZMpIiKC7t+/TytXrqRbt25RaGgo7dy5k3NIcXBwcHBwcHD8g+AipTg4ODg4OIgoIyODvnz5QnZ2dgSAbG1tSU5OjmbNmkWvX7+mevXqkZycHMXFxZGSkhKtXbuW3NzcKCMjg7Zu3fq7m/+vYs+ePbRt2zYaNGgQNW7cmE6cOEGHDx+mO3fu0KdPn0hNTY0aN25M9+7dozt37pCnpyft3r37H1GEgoODg4ODg4OD439wTikODg4Ojv80gtTW/Px8cnJyoi5dulBGRgaJiYlRXFwcNWjQgMaPH09bt26lI0eOkKysLB06dIhmzJhBOTk5tHbtWpH9cHw/wrpT/v7+FB0dTZcvXyZZWVmKiYkhNzc3Sk9Pp4EDB9LNmzfp5MmTnEOKg4ODg4ODg+MfCJe+x8HBwcHxn+Phw4dlyn/XrVuXFi1aRNOnTyc9PT2KiYmhN2/ekK2tLaWnp1NiYiJ17dqVWrduTYMHDxZxSPH5fM4h9QMROKRyc3OJz+fTyZMnSVZWlvbs2UPjxo2jjRs3UmJiIrVt25ZOnz7NOaQ4ODg4ODg4OP6hcJFSHBwcHBz/Gfh8Pr1//57at29Ps2bNIn9//wq3PXToEE2fPp2cnJxYKen169eTuro6qaio0MqVK9k+/6lVLf8JFBYW0l9//UWHDx8mCwsL2rBhA1lbWxMRUUlJCdWuXfs3t5CDg4ODg4ODg+Nb4ZxSHBwcHBz/GYqLi6lOnTp04MABcnR0pBkzZtDEiRNFthGOoHrz5g2NGTOGWrRoQTExMeTp6Uk5OTm0bt06IuIcUr+KpKQkUlZWpoiICBo/fnyZKDcODg4ODg4ODo5/JpxTioODSw4znwAACptJREFUg4PjP8HRo0fpxo0bNGnSJGrcuDEdPXqURo4cSbNmzRJxTAlrQ2VkZNCRI0fIxsaG3N3dOYfUbyIzM5MSEhKod+/enEOKg4ODg4ODg+NfRJ3f3QAODg4ODo5fwa5duyguLo7ExcVp9OjRNHDgQNqxYweNHDmSiIg5pgTOjmPHjlHnzp3JxsaGBg8eTOLi4pxD6jfRuHFj6t27NxFxzigODg4ODg4Ojn8TnEXNwcHBwfGfYM2aNWRgYEAHDx6kgwcPUl5eHg0cOJBiYmIoICCAIiMjRba/evUqGRsbU3Z2Ng0dOpSio6OJiHNIcXBwcHBwcHBwcPwoOKuag4ODg+NfT0lJCdWpU4dmz55NXbt2pZiYGLp8+TIVFxeTiYkJ7dy5kwICAmjZsmXsN+bm5pSXl0cvXrygsWPHEhHnkOLg4ODg4ODg4OD4kXCaUhwcHBwc/wkEDqXi4mKyt7entLQ0WrduHbVv356IiE6cOEFWVlYUHBxMBgYGZGNjQ5KSknTkyJHf3HIODg4ODg4ODg6OfyecU4qDg4OD4z+DwDFVVFREampqJCMjQzExMez748eP06hRo4iIqHfv3nT8+HGR33FwcHBwcHBwcHBw/Dg4pxQHBwcHx3+KkpISql27NiUkJJCJiQmFhoaSra0tczw9fvyYnj17RkOGDCEiziHFwcHBwcHBwcHB8bPgrGwODg4Ojv8UtWvXJgDUrl070tDQoLi4OPYdAOrevTvnkOLg4ODg4ODg4OD4BXCWNgcHBwfHfw4ej0eNGjUibW1t2rlzJ33+/Jlq1apFPB5PZDvOIcXBwcHBwcHBwcHx8+CsbQ4ODg6O/yydOnWi/Px84jLZOTg4ODg4ODg4OH49nFOKg4ODg+M/S8uWLSkjI4NSU1N/d1M4ODg4ODg4ODg4/nNwTikODg4Ojv8sKSkp1L17d2rRosXvbgoHBwcHBwcHBwfHfw6u+h4HBwcHx38WAJSXl0d169al2rVr/+7mcHBwcHBwcHBwcPyn4JxSHBwcHBwcHBwcHBwcHBwcHBy/HC59j4ODg4ODg4ODg4ODg4ODg4Pjl8M5pTg4ODg4ODg4ODg4ODg4ODg4fjmcU4qDg4ODg4ODg4ODg4ODg4OD45fDOaU4ODg4ODg4ODg4ODg4ODg4OH45nFOKg4ODg4ODg+MHUFhYSPv376ffWUOmpKTktx2bg4ODg4ODg6OmcE4pDg4ODg4ODo4fAI/HoxkzZtCmTZuqtX2rVq2ocePG1LRpU5F/f//9NwUHB5f7m7dv35KFhQW9fv2aiIiMjIxo+/btRES0Zs0a0tXVpeLiYpHf2NjYUO3atalOnTpUp04dql27NllZWZXZd/PmzSkhIaEmp8zBwcHBwcHB8V1wTikODg4ODg4Ojm+gSZMmJCEhQZ07d6aOHTtS165dKTU1lSZPnkydO3dm/8TFxaljx45lft+4cWO6f/8+ffnyReSfv78//f333+Ues3379jRq1CgaNGgQ5eXlUd26dUlMTIxOnz5Nq1atol27dlGdOnVEflOnTh1avnw5FRcXU3FxMa1atYrExMSIiMjLy4umTJlCRER//fUX1a1b9wdfJQ4ODg4ODg6OiqlT9SYcHBwcHBwcHBxfk5GRQURESUlJNGDAADp79iy1b9+eiIhcXV2pS5cu5OvrW+Hvv3YeCVOrVtl1wyZNmpCYmBg1bNiQSkpKqFOnTpSenk43btyg+vXrU3FxMWloaFB2dja5ubnRzJkziag0gutrBJ/VrVu3QgcYBwcHBwcHB8fPhnNKcXBwcHBwcHB8B1JSUjRixAjavHkz+fv7U3FxMe3atYvOnTtX6e++TrMThs/nl/ns/fv3zIH07Nkz0tbWpo4dO9LcuXPp2LFjNHDgQLKwsCj3OIGBgTRnzhwiIsrOziYDAwMiKnVOlee04uDg4ODg4OD4FXBOKQ4ODg4ODg6Ob+Dt27fUsWNHUlFRYZ/t3r2biIg6d+5M9vb2VFBQQKmpqfTx48cyv69Tpw716tWr3H2XF2ElcEjdv3+fBg0aRAEBAXTy5EkCQNra2jRq1Ci6du0azZ07VyTSatmyZZSbm0sODg40btw40tLSonr16n3XuXNwcHBwcHBw/Ag4pxQHBwcHBwcHxzdQt25dqlevHt26dYuIiBYuXEj9+vWjOnXq0ObNmykoKIjev39Penp65f6+pqLiGRkZFBkZSXPmzKHQ0FDy9PSkw4cPU1FRETk4OFD37t3J1NSUHjx4QDExMdS4cWPKy8sjMTExatmyJaWmplLz5s2pZcuWRMRV6uPg4ODg4OD4/XBC5xwcHBwcHBwc30FxcTF5eHjQ8ePHSVJSkmRkZKh+/fqkpKREN2/eLLN9165dWSW8OnXqEI/Ho1evXpGzs3OZKnkCEXIiIjc3N9q8eTMdPXqUvL29if6vvbsHaWwJwzj+XGNyguAHGDVVxEZBksKAEAlprAU/OgVREG2MYKXEykZQcBEEu2hjI6QUUVFIIYoggoIimEYRbAQ/iGhyguYWy557vWZlWddzm/8PDiSTOZOTqcLDzDuSfD6fHA6HJCkUCimZTCqdTlsrpRYXF1VZWSmPx6PT01N1dHTI4/GotLRUKysrNswOAADAzxFKAQAAfMLBwYHu7u50cXGhcDisYDCoRCKhyclJ1dfXv+vvdDp1cnJinYZXW1ursrIyGYbx5pS8qakpa8tePp/XzMyMjo+PFYlErLGy2axSqZT1PhAIKJlMWqfrRaNRmaapm5sbFRUV6fr6Wo+Pj+rq6pLb7dbr6ysrpgAAwP+G7XsAAACf0NLSolAoJJfLpVwuJ0nyer0Kh8PK5/Pv+hcqLO5wOAqeuPej7erqSsFgUIZhWIGTJF1eXsowDMXjcavNNE01NjZqe3vbaksmk6qrq1N5ebkk6enpSW63W9lstuAzAgAA2IFQCgAA4Av8LOwpFEqZpvnhKXg+n+9dsfTl5WXNzs4qnU4rHo+rtbW14L0PDw8aHx/X4OCg1fb8/Cy3261v3779yk8BAAD4EoRSAAAAv+HfoZNpmmpoaJDf75ekN8XE/xs2vb6+Wv1+9MlkMnp5edHw8LCi0ag1/sTERMHvTiQSisViWl1dldPpVHt7u6LRqEZGRlRc/M/fu/Pzc/X09KiiokKjo6NKpVLa3d3V0dGRampqVFxcrFQqpbOzM93e3qqkpOTPTA4AAMAvoKYUAADAb8hms9ZrwzB0cnLy5trb21Nvb6/6+/vf3JfL5d7UlAoEAjJNU9ls9k1NqaWlJVVVVUn6Xkz98PBQ8/Pzam5u1vT0tNbX19XU1CS/36+dnR1tbm6qtrZWsVhM+/v7kr6vpvJ6vdrY2JBhGLq/v9fc3JzGxsasYGxtbU1DQ0MaGBhQdXW1PZMHAAAg6a88hQQAAAD+uHQ6LZfLJcMwPj1WJpNRJBJRfX29uru71dbWVrDf1taWFhYW1NnZqb6+Pms110dbA/P5/IefAwAAfBVCKQAAAAAAANiO7XsAAAAAAACwHaEUAAAAAAAAbEcoBQAAAAAAANsRSgEAAAAAAMB2hFIAAAAAAACwHaEUAAAAAAAAbEcoBQAAAAAAANsRSgEAAAAAAMB2hFIAAAAAAACw3d/TUKNemKeL4QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "可视化-商品类别分布条形图耗时:514.812207698822s\n"
     ]
    }
   ],
   "source": [
    "vis_save_dir = './figs/30gb_data'\n",
    "\n",
    "#可视化-注册数和活跃率的组合图\n",
    "visualize_reg_act(ddf, vis_save_dir)\n",
    "#可视化-年龄和收入分布的组合图\n",
    "visualize_age_gender_income(ddf, vis_save_dir)\n",
    "#可视化-设备使用分布饼图\n",
    "visualize_device_usage(ddf, vis_save_dir)\n",
    "#可视化-商品类别分布条形图\n",
    "visualize_purchase_categories(ddf, vis_save_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>last_login</th>\n",
       "      <th>user_name</th>\n",
       "      <th>fullname</th>\n",
       "      <th>email</th>\n",
       "      <th>age</th>\n",
       "      <th>income</th>\n",
       "      <th>gender</th>\n",
       "      <th>country</th>\n",
       "      <th>address</th>\n",
       "      <th>purchase_history</th>\n",
       "      <th>is_active</th>\n",
       "      <th>registration_date</th>\n",
       "      <th>phone_number</th>\n",
       "      <th>login_history</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>42187500</td>\n",
       "      <td>2024-12-31T13:16:45+00:00</td>\n",
       "      <td>LXJQFBT</td>\n",
       "      <td>郎建国</td>\n",
       "      <td>udttkgsu@qq.com</td>\n",
       "      <td>52</td>\n",
       "      <td>669219.61</td>\n",
       "      <td>男</td>\n",
       "      <td>法国</td>\n",
       "      <td>辽宁省鸡西咖啡街126号</td>\n",
       "      <td>{\"avg_price\":6695,\"categories\":\"帽子\",\"items\":[{...</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-01-20</td>\n",
       "      <td>+33 8 30 40 66 37</td>\n",
       "      <td>{\"avg_session_duration\":9,\"devices\":[\"tablet\"]...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>42187501</td>\n",
       "      <td>2024-10-15T06:30:19+00:00</td>\n",
       "      <td>AJZXOHND</td>\n",
       "      <td>余紫玥</td>\n",
       "      <td>bopnrywj@163.com</td>\n",
       "      <td>73</td>\n",
       "      <td>945701.03</td>\n",
       "      <td>男</td>\n",
       "      <td>澳大利亚</td>\n",
       "      <td>香港特别行政区双鸭山研究所路633号</td>\n",
       "      <td>{\"avg_price\":7606,\"categories\":\"调味品\",\"items\":[...</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-08-28</td>\n",
       "      <td>+61 615 614 495</td>\n",
       "      <td>{\"avg_session_duration\":106,\"devices\":[\"deskto...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>42187502</td>\n",
       "      <td>2025-01-30T00:51:20+00:00</td>\n",
       "      <td>TKYRAP</td>\n",
       "      <td>孟泽煜</td>\n",
       "      <td>lycdbzej@163.com</td>\n",
       "      <td>24</td>\n",
       "      <td>189757.00</td>\n",
       "      <td>男</td>\n",
       "      <td>中国</td>\n",
       "      <td>甘肃省阿拉善盟自行车道152号</td>\n",
       "      <td>{\"avg_price\":7190,\"categories\":\"米面\",\"items\":[{...</td>\n",
       "      <td>False</td>\n",
       "      <td>2022-10-29</td>\n",
       "      <td>+86 490-9025-1210</td>\n",
       "      <td>{\"avg_session_duration\":61,\"devices\":[\"tablet\"...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>42187503</td>\n",
       "      <td>2024-12-30T20:42:51+00:00</td>\n",
       "      <td>OMUASBMZ</td>\n",
       "      <td>车泽铭</td>\n",
       "      <td>flzcdkse@gmail.com</td>\n",
       "      <td>97</td>\n",
       "      <td>594303.09</td>\n",
       "      <td>女</td>\n",
       "      <td>日本</td>\n",
       "      <td>新疆维吾尔自治区抚顺商品房路961号</td>\n",
       "      <td>{\"avg_price\":9679,\"categories\":\"肉类\",\"items\":[{...</td>\n",
       "      <td>False</td>\n",
       "      <td>2020-11-29</td>\n",
       "      <td>+81 65-7211-3458</td>\n",
       "      <td>{\"avg_session_duration\":41,\"devices\":[\"desktop...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>42187504</td>\n",
       "      <td>2023-01-27T11:10:17+00:00</td>\n",
       "      <td>TRTEDH</td>\n",
       "      <td>柏紫琳</td>\n",
       "      <td>zcfmrwug@126.com</td>\n",
       "      <td>56</td>\n",
       "      <td>338116.11</td>\n",
       "      <td>男</td>\n",
       "      <td>俄罗斯</td>\n",
       "      <td>四川省杭州江滨路234号</td>\n",
       "      <td>{\"avg_price\":4907,\"categories\":\"儿童课外读物\",\"items...</td>\n",
       "      <td>False</td>\n",
       "      <td>2025-02-28</td>\n",
       "      <td>+7 124 505-96-55</td>\n",
       "      <td>{\"avg_session_duration\":84,\"devices\":[\"desktop...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134999995</th>\n",
       "      <td>25312495</td>\n",
       "      <td>2023-03-27T01:40:08+00:00</td>\n",
       "      <td>DBMHBCZKNY</td>\n",
       "      <td>龚紫晴</td>\n",
       "      <td>nwuawseh@gmail.com</td>\n",
       "      <td>38</td>\n",
       "      <td>275732.94</td>\n",
       "      <td>女</td>\n",
       "      <td>美国</td>\n",
       "      <td>Non-Chinese Address Placeholder</td>\n",
       "      <td>{\"avg_price\":2604,\"categories\":\"办公用品\",\"items\":...</td>\n",
       "      <td>True</td>\n",
       "      <td>2021-12-28</td>\n",
       "      <td>+1 (373) 217-4668</td>\n",
       "      <td>{\"avg_session_duration\":66,\"devices\":[\"mobile\"...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134999996</th>\n",
       "      <td>25312496</td>\n",
       "      <td>2024-01-11T15:01:19+00:00</td>\n",
       "      <td>BPCUYESZPX</td>\n",
       "      <td>唐紫轩</td>\n",
       "      <td>capqkeni@126.com</td>\n",
       "      <td>43</td>\n",
       "      <td>389547.07</td>\n",
       "      <td>男</td>\n",
       "      <td>英国</td>\n",
       "      <td>香港特别行政区邯郸兴隆路751号</td>\n",
       "      <td>{\"avg_price\":4617,\"categories\":\"裙子\",\"items\":[{...</td>\n",
       "      <td>True</td>\n",
       "      <td>2022-08-27</td>\n",
       "      <td>+44 0564 340105</td>\n",
       "      <td>{\"avg_session_duration\":32,\"devices\":[\"tablet\"...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134999997</th>\n",
       "      <td>25312497</td>\n",
       "      <td>2023-09-30T18:35:18+00:00</td>\n",
       "      <td>SMGXZTMNQ</td>\n",
       "      <td>闵紫宁</td>\n",
       "      <td>gvnahvhl@163.com</td>\n",
       "      <td>80</td>\n",
       "      <td>89094.84</td>\n",
       "      <td>男</td>\n",
       "      <td>印度</td>\n",
       "      <td>Non-Chinese Address Placeholder</td>\n",
       "      <td>{\"avg_price\":7018,\"categories\":\"办公用品\",\"items\":...</td>\n",
       "      <td>False</td>\n",
       "      <td>2022-04-26</td>\n",
       "      <td>+91 50453 41620</td>\n",
       "      <td>{\"avg_session_duration\":33,\"devices\":[\"desktop...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134999998</th>\n",
       "      <td>25312498</td>\n",
       "      <td>2024-05-16T18:46:15+00:00</td>\n",
       "      <td>RKJHLRJ</td>\n",
       "      <td>嵺紫婷</td>\n",
       "      <td>xpoukzhf@gmail.com</td>\n",
       "      <td>64</td>\n",
       "      <td>728334.08</td>\n",
       "      <td>女</td>\n",
       "      <td>美国</td>\n",
       "      <td>陕西省长春购物街957号</td>\n",
       "      <td>{\"avg_price\":5919,\"categories\":\"外套\",\"items\":[{...</td>\n",
       "      <td>True</td>\n",
       "      <td>2020-05-07</td>\n",
       "      <td>+1 (098) 730-6292</td>\n",
       "      <td>{\"avg_session_duration\":41,\"devices\":[\"mobile\"...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134999999</th>\n",
       "      <td>25312499</td>\n",
       "      <td>2023-06-27T14:25:59+00:00</td>\n",
       "      <td>DIWEXOQT</td>\n",
       "      <td>崔泽磊</td>\n",
       "      <td>frlohbkm@outlook.com</td>\n",
       "      <td>39</td>\n",
       "      <td>568383.41</td>\n",
       "      <td>男</td>\n",
       "      <td>日本</td>\n",
       "      <td>Non-Chinese Address Placeholder</td>\n",
       "      <td>{\"avg_price\":6560,\"categories\":\"汽车装饰\",\"items\":...</td>\n",
       "      <td>False</td>\n",
       "      <td>2022-07-12</td>\n",
       "      <td>+81 15-4726-8868</td>\n",
       "      <td>{\"avg_session_duration\":119,\"devices\":[\"deskto...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>135000000 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id                 last_login   user_name fullname  \\\n",
       "0          42187500  2024-12-31T13:16:45+00:00     LXJQFBT      郎建国   \n",
       "1          42187501  2024-10-15T06:30:19+00:00    AJZXOHND      余紫玥   \n",
       "2          42187502  2025-01-30T00:51:20+00:00      TKYRAP      孟泽煜   \n",
       "3          42187503  2024-12-30T20:42:51+00:00    OMUASBMZ      车泽铭   \n",
       "4          42187504  2023-01-27T11:10:17+00:00      TRTEDH      柏紫琳   \n",
       "...             ...                        ...         ...      ...   \n",
       "134999995  25312495  2023-03-27T01:40:08+00:00  DBMHBCZKNY      龚紫晴   \n",
       "134999996  25312496  2024-01-11T15:01:19+00:00  BPCUYESZPX      唐紫轩   \n",
       "134999997  25312497  2023-09-30T18:35:18+00:00   SMGXZTMNQ      闵紫宁   \n",
       "134999998  25312498  2024-05-16T18:46:15+00:00     RKJHLRJ      嵺紫婷   \n",
       "134999999  25312499  2023-06-27T14:25:59+00:00    DIWEXOQT      崔泽磊   \n",
       "\n",
       "                          email  age     income gender country  \\\n",
       "0               udttkgsu@qq.com   52  669219.61      男      法国   \n",
       "1              bopnrywj@163.com   73  945701.03      男    澳大利亚   \n",
       "2              lycdbzej@163.com   24  189757.00      男      中国   \n",
       "3            flzcdkse@gmail.com   97  594303.09      女      日本   \n",
       "4              zcfmrwug@126.com   56  338116.11      男     俄罗斯   \n",
       "...                         ...  ...        ...    ...     ...   \n",
       "134999995    nwuawseh@gmail.com   38  275732.94      女      美国   \n",
       "134999996      capqkeni@126.com   43  389547.07      男      英国   \n",
       "134999997      gvnahvhl@163.com   80   89094.84      男      印度   \n",
       "134999998    xpoukzhf@gmail.com   64  728334.08      女      美国   \n",
       "134999999  frlohbkm@outlook.com   39  568383.41      男      日本   \n",
       "\n",
       "                                   address  \\\n",
       "0                             辽宁省鸡西咖啡街126号   \n",
       "1                       香港特别行政区双鸭山研究所路633号   \n",
       "2                          甘肃省阿拉善盟自行车道152号   \n",
       "3                       新疆维吾尔自治区抚顺商品房路961号   \n",
       "4                             四川省杭州江滨路234号   \n",
       "...                                    ...   \n",
       "134999995  Non-Chinese Address Placeholder   \n",
       "134999996                 香港特别行政区邯郸兴隆路751号   \n",
       "134999997  Non-Chinese Address Placeholder   \n",
       "134999998                     陕西省长春购物街957号   \n",
       "134999999  Non-Chinese Address Placeholder   \n",
       "\n",
       "                                            purchase_history  is_active  \\\n",
       "0          {\"avg_price\":6695,\"categories\":\"帽子\",\"items\":[{...       True   \n",
       "1          {\"avg_price\":7606,\"categories\":\"调味品\",\"items\":[...       True   \n",
       "2          {\"avg_price\":7190,\"categories\":\"米面\",\"items\":[{...      False   \n",
       "3          {\"avg_price\":9679,\"categories\":\"肉类\",\"items\":[{...      False   \n",
       "4          {\"avg_price\":4907,\"categories\":\"儿童课外读物\",\"items...      False   \n",
       "...                                                      ...        ...   \n",
       "134999995  {\"avg_price\":2604,\"categories\":\"办公用品\",\"items\":...       True   \n",
       "134999996  {\"avg_price\":4617,\"categories\":\"裙子\",\"items\":[{...       True   \n",
       "134999997  {\"avg_price\":7018,\"categories\":\"办公用品\",\"items\":...      False   \n",
       "134999998  {\"avg_price\":5919,\"categories\":\"外套\",\"items\":[{...       True   \n",
       "134999999  {\"avg_price\":6560,\"categories\":\"汽车装饰\",\"items\":...      False   \n",
       "\n",
       "          registration_date       phone_number  \\\n",
       "0                2021-01-20  +33 8 30 40 66 37   \n",
       "1                2021-08-28    +61 615 614 495   \n",
       "2                2022-10-29  +86 490-9025-1210   \n",
       "3                2020-11-29   +81 65-7211-3458   \n",
       "4                2025-02-28   +7 124 505-96-55   \n",
       "...                     ...                ...   \n",
       "134999995        2021-12-28  +1 (373) 217-4668   \n",
       "134999996        2022-08-27    +44 0564 340105   \n",
       "134999997        2022-04-26    +91 50453 41620   \n",
       "134999998        2020-05-07  +1 (098) 730-6292   \n",
       "134999999        2022-07-12   +81 15-4726-8868   \n",
       "\n",
       "                                               login_history  \n",
       "0          {\"avg_session_duration\":9,\"devices\":[\"tablet\"]...  \n",
       "1          {\"avg_session_duration\":106,\"devices\":[\"deskto...  \n",
       "2          {\"avg_session_duration\":61,\"devices\":[\"tablet\"...  \n",
       "3          {\"avg_session_duration\":41,\"devices\":[\"desktop...  \n",
       "4          {\"avg_session_duration\":84,\"devices\":[\"desktop...  \n",
       "...                                                      ...  \n",
       "134999995  {\"avg_session_duration\":66,\"devices\":[\"mobile\"...  \n",
       "134999996  {\"avg_session_duration\":32,\"devices\":[\"tablet\"...  \n",
       "134999997  {\"avg_session_duration\":33,\"devices\":[\"desktop...  \n",
       "134999998  {\"avg_session_duration\":41,\"devices\":[\"mobile\"...  \n",
       "134999999  {\"avg_session_duration\":119,\"devices\":[\"deskto...  \n",
       "\n",
       "[135000000 rows x 15 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "ename": "",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m在当前单元格或上一个单元格中执行代码时 Kernel 崩溃。\n",
      "\u001b[1;31m请查看单元格中的代码，以确定故障的可能原因。\n",
      "\u001b[1;31m单击<a href='https://aka.ms/vscodeJupyterKernelCrash'>此处</a>了解详细信息。\n",
      "\u001b[1;31m有关更多详细信息，请查看 Jupyter <a href='command:jupyter.viewOutput'>log</a>。"
     ]
    }
   ],
   "source": [
    "ddf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================================================================\n",
      "数据预处理报告\n",
      "================================================================================\n",
      "原始数据量: 135000000 行, 15 列\n"
     ]
    }
   ],
   "source": [
    "vis_save_dir = './figs/30gb_data'\n",
    "#异常值处理\n",
    "ddf_processed, report = preprocess_dataframe(ddf)\n",
    "visualize_preprocessing_report(report, savedir=vis_save_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>last_login</th>\n",
       "      <th>user_name</th>\n",
       "      <th>fullname</th>\n",
       "      <th>email</th>\n",
       "      <th>age</th>\n",
       "      <th>income</th>\n",
       "      <th>gender</th>\n",
       "      <th>country</th>\n",
       "      <th>address</th>\n",
       "      <th>purchase_history</th>\n",
       "      <th>is_active</th>\n",
       "      <th>registration_date</th>\n",
       "      <th>phone_number</th>\n",
       "      <th>login_history</th>\n",
       "      <th>income_is_outlier</th>\n",
       "      <th>invalid_email</th>\n",
       "      <th>invalid_phone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>28125000</td>\n",
       "      <td>2024-10-21 19:05:33+00:00</td>\n",
       "      <td>KCQVU</td>\n",
       "      <td>宗英</td>\n",
       "      <td>cjsbvycs@outlook.com</td>\n",
       "      <td>53.0</td>\n",
       "      <td>425107.60</td>\n",
       "      <td>女</td>\n",
       "      <td>俄罗斯</td>\n",
       "      <td>安徽省绍兴学院路139号</td>\n",
       "      <td>{\"avg_price\":5691,\"categories\":\"音响\",\"items\":[{...</td>\n",
       "      <td>True</td>\n",
       "      <td>2024-03-10</td>\n",
       "      <td>+7 510 989-99-65</td>\n",
       "      <td>{\"avg_session_duration\":37,\"devices\":[\"mobile\"...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>28125001</td>\n",
       "      <td>2024-12-05 03:54:37+00:00</td>\n",
       "      <td>WSJLKRIXL</td>\n",
       "      <td>马紫琳</td>\n",
       "      <td>dtaemggc@qq.com</td>\n",
       "      <td>62.0</td>\n",
       "      <td>49277.73</td>\n",
       "      <td>女</td>\n",
       "      <td>俄罗斯</td>\n",
       "      <td>海南省绥化环城路688号</td>\n",
       "      <td>{\"avg_price\":2065,\"categories\":\"婴儿用品\",\"items\":...</td>\n",
       "      <td>False</td>\n",
       "      <td>2020-10-24</td>\n",
       "      <td>+7 844 090-72-52</td>\n",
       "      <td>{\"avg_session_duration\":19,\"devices\":[\"desktop...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>28125002</td>\n",
       "      <td>2025-03-07 06:50:00+00:00</td>\n",
       "      <td>WGHVC</td>\n",
       "      <td>井泽瑜</td>\n",
       "      <td>gnifnixd@outlook.com</td>\n",
       "      <td>80.0</td>\n",
       "      <td>123894.71</td>\n",
       "      <td>女</td>\n",
       "      <td>英国</td>\n",
       "      <td>香港特别行政区巴彦淖尔车间路706号</td>\n",
       "      <td>{\"avg_price\":6764,\"categories\":\"调味品\",\"items\":[...</td>\n",
       "      <td>True</td>\n",
       "      <td>2020-04-23</td>\n",
       "      <td>+44 5839 238150</td>\n",
       "      <td>{\"avg_session_duration\":96,\"devices\":[\"desktop...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>28125003</td>\n",
       "      <td>2024-10-22 21:51:11+00:00</td>\n",
       "      <td>XDOAHKHHDB</td>\n",
       "      <td>郜雨婷</td>\n",
       "      <td>jfnrasmj@hotmail.com</td>\n",
       "      <td>67.0</td>\n",
       "      <td>895967.05</td>\n",
       "      <td>男</td>\n",
       "      <td>澳大利亚</td>\n",
       "      <td>Non-Chinese Address Placeholder</td>\n",
       "      <td>{\"avg_price\":2790,\"categories\":\"户外装备\",\"items\":...</td>\n",
       "      <td>True</td>\n",
       "      <td>2020-07-26</td>\n",
       "      <td>+61 570 362 577</td>\n",
       "      <td>{\"avg_session_duration\":84,\"devices\":[\"desktop...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>28125004</td>\n",
       "      <td>2024-10-27 11:30:11+00:00</td>\n",
       "      <td>SUWDKKOGBG</td>\n",
       "      <td>阚心</td>\n",
       "      <td>pogglrnk@hotmail.com</td>\n",
       "      <td>92.0</td>\n",
       "      <td>571781.85</td>\n",
       "      <td>男</td>\n",
       "      <td>澳大利亚</td>\n",
       "      <td>新疆维吾尔自治区晋中商业街433号</td>\n",
       "      <td>{\"avg_price\":5872,\"categories\":\"厨具\",\"items\":[{...</td>\n",
       "      <td>False</td>\n",
       "      <td>2020-12-04</td>\n",
       "      <td>+61 073 441 403</td>\n",
       "      <td>{\"avg_session_duration\":43,\"devices\":[\"desktop...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>44999995</th>\n",
       "      <td>16874995</td>\n",
       "      <td>2024-11-23 13:25:24+00:00</td>\n",
       "      <td>RJMTZGFCUR</td>\n",
       "      <td>辜泽朗</td>\n",
       "      <td>nnxpuseb@outlook.com</td>\n",
       "      <td>62.0</td>\n",
       "      <td>424940.88</td>\n",
       "      <td>女</td>\n",
       "      <td>中国</td>\n",
       "      <td>安徽省运城养老院路583号</td>\n",
       "      <td>{\"avg_price\":1001,\"categories\":\"文具\",\"items\":[{...</td>\n",
       "      <td>False</td>\n",
       "      <td>2024-06-06</td>\n",
       "      <td>+86 126-9310-2489</td>\n",
       "      <td>{\"avg_session_duration\":109,\"devices\":[\"mobile...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44999996</th>\n",
       "      <td>16874996</td>\n",
       "      <td>2024-03-09 11:37:13+00:00</td>\n",
       "      <td>ITBTKO</td>\n",
       "      <td>金泽河</td>\n",
       "      <td>uhxhzpcv@126.com</td>\n",
       "      <td>89.0</td>\n",
       "      <td>593963.08</td>\n",
       "      <td>男</td>\n",
       "      <td>中国</td>\n",
       "      <td>广西壮族自治区吕梁太阳路397号</td>\n",
       "      <td>{\"avg_price\":1584,\"categories\":\"智能手机\",\"items\":...</td>\n",
       "      <td>False</td>\n",
       "      <td>2021-12-09</td>\n",
       "      <td>+86 739-6525-7288</td>\n",
       "      <td>{\"avg_session_duration\":37,\"devices\":[\"desktop...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44999997</th>\n",
       "      <td>16874997</td>\n",
       "      <td>2024-07-21 16:00:46+00:00</td>\n",
       "      <td>PVZOELPR</td>\n",
       "      <td>尹紫薇</td>\n",
       "      <td>jpsuyxnm@qq.com</td>\n",
       "      <td>20.0</td>\n",
       "      <td>706383.65</td>\n",
       "      <td>女</td>\n",
       "      <td>巴西</td>\n",
       "      <td>广东省沧州幸福路962号</td>\n",
       "      <td>{\"avg_price\":4230,\"categories\":\"裤子\",\"items\":[{...</td>\n",
       "      <td>False</td>\n",
       "      <td>2021-01-07</td>\n",
       "      <td>+55 81 34064-8523</td>\n",
       "      <td>{\"avg_session_duration\":8,\"devices\":[\"tablet\"]...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44999998</th>\n",
       "      <td>16874998</td>\n",
       "      <td>2024-09-26 01:17:51+00:00</td>\n",
       "      <td>GFUFXSUHL</td>\n",
       "      <td>胥泽霖</td>\n",
       "      <td>mqkpxpkc@126.com</td>\n",
       "      <td>90.0</td>\n",
       "      <td>978473.22</td>\n",
       "      <td>男</td>\n",
       "      <td>英国</td>\n",
       "      <td>贵州省徐州中山路896号</td>\n",
       "      <td>{\"avg_price\":4364,\"categories\":\"肉类\",\"items\":[{...</td>\n",
       "      <td>False</td>\n",
       "      <td>2022-07-02</td>\n",
       "      <td>+44 9709 146898</td>\n",
       "      <td>{\"avg_session_duration\":15,\"devices\":[\"desktop...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44999999</th>\n",
       "      <td>16874999</td>\n",
       "      <td>2024-02-02 15:13:46+00:00</td>\n",
       "      <td>VAUZNU</td>\n",
       "      <td>郎紫婷</td>\n",
       "      <td>gebwnnky@hotmail.com</td>\n",
       "      <td>19.0</td>\n",
       "      <td>430176.50</td>\n",
       "      <td>女</td>\n",
       "      <td>法国</td>\n",
       "      <td>重庆市厦门百货店路379号</td>\n",
       "      <td>{\"avg_price\":8478,\"categories\":\"益智玩具\",\"items\":...</td>\n",
       "      <td>True</td>\n",
       "      <td>2025-03-13</td>\n",
       "      <td>+33 7 55 73 95 34</td>\n",
       "      <td>{\"avg_session_duration\":118,\"devices\":[\"deskto...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>45000000 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                id                last_login   user_name fullname  \\\n",
       "0         28125000 2024-10-21 19:05:33+00:00       KCQVU       宗英   \n",
       "1         28125001 2024-12-05 03:54:37+00:00   WSJLKRIXL      马紫琳   \n",
       "2         28125002 2025-03-07 06:50:00+00:00       WGHVC      井泽瑜   \n",
       "3         28125003 2024-10-22 21:51:11+00:00  XDOAHKHHDB      郜雨婷   \n",
       "4         28125004 2024-10-27 11:30:11+00:00  SUWDKKOGBG       阚心   \n",
       "...            ...                       ...         ...      ...   \n",
       "44999995  16874995 2024-11-23 13:25:24+00:00  RJMTZGFCUR      辜泽朗   \n",
       "44999996  16874996 2024-03-09 11:37:13+00:00      ITBTKO      金泽河   \n",
       "44999997  16874997 2024-07-21 16:00:46+00:00    PVZOELPR      尹紫薇   \n",
       "44999998  16874998 2024-09-26 01:17:51+00:00   GFUFXSUHL      胥泽霖   \n",
       "44999999  16874999 2024-02-02 15:13:46+00:00      VAUZNU      郎紫婷   \n",
       "\n",
       "                         email   age     income gender country  \\\n",
       "0         cjsbvycs@outlook.com  53.0  425107.60      女     俄罗斯   \n",
       "1              dtaemggc@qq.com  62.0   49277.73      女     俄罗斯   \n",
       "2         gnifnixd@outlook.com  80.0  123894.71      女      英国   \n",
       "3         jfnrasmj@hotmail.com  67.0  895967.05      男    澳大利亚   \n",
       "4         pogglrnk@hotmail.com  92.0  571781.85      男    澳大利亚   \n",
       "...                        ...   ...        ...    ...     ...   \n",
       "44999995  nnxpuseb@outlook.com  62.0  424940.88      女      中国   \n",
       "44999996      uhxhzpcv@126.com  89.0  593963.08      男      中国   \n",
       "44999997       jpsuyxnm@qq.com  20.0  706383.65      女      巴西   \n",
       "44999998      mqkpxpkc@126.com  90.0  978473.22      男      英国   \n",
       "44999999  gebwnnky@hotmail.com  19.0  430176.50      女      法国   \n",
       "\n",
       "                                  address  \\\n",
       "0                            安徽省绍兴学院路139号   \n",
       "1                            海南省绥化环城路688号   \n",
       "2                      香港特别行政区巴彦淖尔车间路706号   \n",
       "3         Non-Chinese Address Placeholder   \n",
       "4                       新疆维吾尔自治区晋中商业街433号   \n",
       "...                                   ...   \n",
       "44999995                    安徽省运城养老院路583号   \n",
       "44999996                 广西壮族自治区吕梁太阳路397号   \n",
       "44999997                     广东省沧州幸福路962号   \n",
       "44999998                     贵州省徐州中山路896号   \n",
       "44999999                    重庆市厦门百货店路379号   \n",
       "\n",
       "                                           purchase_history  is_active  \\\n",
       "0         {\"avg_price\":5691,\"categories\":\"音响\",\"items\":[{...       True   \n",
       "1         {\"avg_price\":2065,\"categories\":\"婴儿用品\",\"items\":...      False   \n",
       "2         {\"avg_price\":6764,\"categories\":\"调味品\",\"items\":[...       True   \n",
       "3         {\"avg_price\":2790,\"categories\":\"户外装备\",\"items\":...       True   \n",
       "4         {\"avg_price\":5872,\"categories\":\"厨具\",\"items\":[{...      False   \n",
       "...                                                     ...        ...   \n",
       "44999995  {\"avg_price\":1001,\"categories\":\"文具\",\"items\":[{...      False   \n",
       "44999996  {\"avg_price\":1584,\"categories\":\"智能手机\",\"items\":...      False   \n",
       "44999997  {\"avg_price\":4230,\"categories\":\"裤子\",\"items\":[{...      False   \n",
       "44999998  {\"avg_price\":4364,\"categories\":\"肉类\",\"items\":[{...      False   \n",
       "44999999  {\"avg_price\":8478,\"categories\":\"益智玩具\",\"items\":...       True   \n",
       "\n",
       "         registration_date       phone_number  \\\n",
       "0               2024-03-10   +7 510 989-99-65   \n",
       "1               2020-10-24   +7 844 090-72-52   \n",
       "2               2020-04-23    +44 5839 238150   \n",
       "3               2020-07-26    +61 570 362 577   \n",
       "4               2020-12-04    +61 073 441 403   \n",
       "...                    ...                ...   \n",
       "44999995        2024-06-06  +86 126-9310-2489   \n",
       "44999996        2021-12-09  +86 739-6525-7288   \n",
       "44999997        2021-01-07  +55 81 34064-8523   \n",
       "44999998        2022-07-02    +44 9709 146898   \n",
       "44999999        2025-03-13  +33 7 55 73 95 34   \n",
       "\n",
       "                                              login_history  \\\n",
       "0         {\"avg_session_duration\":37,\"devices\":[\"mobile\"...   \n",
       "1         {\"avg_session_duration\":19,\"devices\":[\"desktop...   \n",
       "2         {\"avg_session_duration\":96,\"devices\":[\"desktop...   \n",
       "3         {\"avg_session_duration\":84,\"devices\":[\"desktop...   \n",
       "4         {\"avg_session_duration\":43,\"devices\":[\"desktop...   \n",
       "...                                                     ...   \n",
       "44999995  {\"avg_session_duration\":109,\"devices\":[\"mobile...   \n",
       "44999996  {\"avg_session_duration\":37,\"devices\":[\"desktop...   \n",
       "44999997  {\"avg_session_duration\":8,\"devices\":[\"tablet\"]...   \n",
       "44999998  {\"avg_session_duration\":15,\"devices\":[\"desktop...   \n",
       "44999999  {\"avg_session_duration\":118,\"devices\":[\"deskto...   \n",
       "\n",
       "          income_is_outlier  invalid_email  invalid_phone  \n",
       "0                     False          False          False  \n",
       "1                     False          False          False  \n",
       "2                     False          False          False  \n",
       "3                     False          False          False  \n",
       "4                     False          False          False  \n",
       "...                     ...            ...            ...  \n",
       "44999995              False          False          False  \n",
       "44999996              False          False          False  \n",
       "44999997              False          False          False  \n",
       "44999998              False          False          False  \n",
       "44999999              False          False          False  \n",
       "\n",
       "[45000000 rows x 18 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ddf_processed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "if 'analyze' in sys.modules:\n",
    "    del sys.modules['analyze']  # 删除缓存\n",
    "from analyze import HighValueUserAnalyzer # 重新导入\n",
    "\n",
    "# 初始化分析器\n",
    "analyzer = HighValueUserAnalyzer(ddf=ddf)\n",
    "\n",
    "# 执行特征工程\n",
    "features = analyzer.feature_engineering()\n",
    "\n",
    "# 用户分群（自动调用特征工程）\n",
    "clustered_df = analyzer.cluster_users(n_clusters=5) \n",
    "\n",
    "# 训练预测模型\n",
    "model = analyzer.train_prediction_model()\n",
    "\n",
    "# 生成可视化报告\n",
    "analyzer.generate_radar_chart(output_path='user_clusters_30gb_data.html')"
   ]
  }
 ],
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  "kernelspec": {
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